{"id":133,"date":"2021-04-16T15:07:43","date_gmt":"2021-04-16T07:07:43","guid":{"rendered":"http:\/\/18.141.9.105\/?page_id=133"},"modified":"2026-04-06T23:28:04","modified_gmt":"2026-04-06T15:28:04","slug":"research","status":"publish","type":"page","link":"https:\/\/yunpeng.site\/index.php\/research\/","title":{"rendered":"Research"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"133\" class=\"elementor elementor-133\" data-elementor-settings=\"[]\">\n\t\t\t\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bd13669 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bd13669\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-43fc59b\" data-id=\"43fc59b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ae880d0 elementor-widget elementor-widget-arter-hero-banner\" data-id=\"ae880d0\" data-element_type=\"widget\" data-widget_type=\"arter-hero-banner.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<!-- container -->\n\t\t<div class=\"container-fluid\">\n\t\t\t<!-- row -->\n\t\t\t<div class=\"row p-30-0 p-lg-30-0 p-md-15-0\">\n\t\t\t  <!-- col -->\n\t\t\t  <div class=\"col-lg-12\">\n\n\t\t\t    <!-- banner -->\n\t\t\t    <div class=\"art-a art-banner\" style=\"background-image: url(https:\/\/yunpeng.site\/wp-content\/uploads\/2021\/04\/mountains-4681355_1920.jpg)\">\n\t\t\t      <!-- banner back -->\n\t\t\t      <div class=\"art-banner-back\"><\/div>\n\t\t\t      <!-- banner dec -->\n\t\t\t      <div class=\"art-banner-dec\"><\/div>\n\t\t\t      <!-- banner overlay -->\n\t\t\t      <div class=\"art-banner-overlay\">\n\t\t\t        <!-- main title -->\n\t\t\t        <div class=\"art-banner-title\">\n\t\t\t          \t\t\t          <!-- title -->\n\t\t\t          <h1 class=\"art-banner-title-h mb-15\">\n\t\t\t          <span >\n\t\t\t          \tResearch\t\t\t          <\/span>\n\t\t\t          <\/h1>\n\t\t\t      \t  \t\t\t      \t  \t\t\t          <!-- suptitle -->\n\t\t\t          <div class=\"art-lg-text art-code mb-25\">\n\t\t\t          \t&lt;<i>code<\/i>&gt; \n\t\t\t          \t\t\t\t          \t\t\t\t          \t<span class=\"txt-rotate\" data-period=\"2000\"\n\t\t\t              data-rotate='[ &quot;Intelligent Software Engineering&quot; ]'><\/span>\n\t\t\t            \t\t\t            &lt;\/<i>code<\/i>&gt;\n\t\t\t          <\/div>\n\t\t\t          \t\t\t          \t\t\t\t\t  \t\t\t        <\/div>\n\t\t\t        <!-- main title end -->\n\t\t\t        \t\t\t        <!-- photo -->\n\t\t\t        <img decoding=\"async\" src=\"https:\/\/i2.wp.com\/yunpeng.site\/wp-content\/uploads\/2021\/04\/blank.png?w=900&#038;ssl=1\" class=\"art-banner-photo\" alt=\"Photo\" data-recalc-dims=\"1\">\n\t\t\t        \t\t\t      <\/div>\n\t\t\t      <!-- banner overlay end -->\n\t\t\t    <\/div>\n\t\t\t    <!-- banner end -->\n\n\t\t\t  <\/div>\n\t\t\t  <!-- col end -->\n\t\t\t<\/div>\n\t\t\t<!-- row end -->\n\t\t<\/div>\n\t\t<!-- container end -->\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0ae0bdf elementor-widget elementor-widget-arter-project-description\" data-id=\"0ae0bdf\" data-element_type=\"widget\" data-widget_type=\"arter-project-description.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<!-- container -->\n\t\t<div class=\"container-fluid\">\n\n\t\t<!-- row -->\n\t\t<div class=\"row\">\n\n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\n\t\t    <!-- section title -->\n\t\t    <div class=\"art-section-title\">\n\t\t      <!-- title frame -->\n\t\t      <div class=\"art-title-frame\">\n\t\t        <!-- title -->\n\t\t        <h4 class=\"art-title-h\">\n\t\t    \t<span >\n\t\t          \tResearch Interests\t\t         <\/span>\n\t\t    \t<\/h4>\n\t\t      <\/div>\n\t\t      <!-- title frame end -->\n\t\t    <\/div>\n\t\t    <!-- section title end -->\n\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\t\t    <div class=\"art-a art-card art-fluid-card\">\n\t\t      \t\t      <div class=\"single-post-text\">\n\t\t      \t<div >\n\t\t          \t<p><strong>Software Engineering:<\/strong><\/p><ul><li><em>Code Generation<\/em>: Code Efficiency Benchmark (<a href=\"https:\/\/www.yunpeng.site\/projects\/coffe\">FSE'25<\/a>)<\/li><li><em>Intelligent Code Analysis<\/em>:\u00a0Type Inference (<a href=\"https:\/\/yunpeng.site\/index.php\/2022\/03\/25\/icse22\/\">ICSE'22<\/a>, <a href=\"https:\/\/yunpeng.site\/index.php\/2023\/09\/25\/ase-2023\/\">ASE'23<\/a>);\u00a0API Recommendation (<a href=\"https:\/\/yunpeng.site\/index.php\/2022\/08\/17\/tse-2022\/\">TSE'22<\/a>)<\/li><li><em>Software Quality Assurance:<\/em> Automatic Program Repair (<a href=\"https:\/\/conf.researchr.org\/track\/icse-2024\/icse-2024-research-track#event-overview\">ICSE'24<\/a>); Code Review (ASE'25)<\/li><li><em>Software Ecosystem<\/em>: Language Feature Analysis (<a href=\"https:\/\/yunpeng.site\/index.php\/2021\/04\/16\/saner2021\/\">SANER'21<\/a>); Run-time Environment Dependency Inference (<a href=\"https:\/\/conf.researchr.org\/track\/icse-2024\/icse-2024-research-track#event-overview\">ICSE'24<\/a>)<\/li><\/ul>\t\t        <\/div>\n\t\t      <\/div>\n\t\t\t  \t\t\t  \t\t    <\/div>\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t<\/div>\n\t\t<!-- row end -->\n\n\t\t<\/div>\n\t\t<!-- container end -->\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-19dd0b1 elementor-widget elementor-widget-arter-project-description\" data-id=\"19dd0b1\" data-element_type=\"widget\" data-widget_type=\"arter-project-description.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<!-- container -->\n\t\t<div class=\"container-fluid\">\n\n\t\t<!-- row -->\n\t\t<div class=\"row\">\n\n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\n\t\t    <!-- section title -->\n\t\t    <div class=\"art-section-title\">\n\t\t      <!-- title frame -->\n\t\t      <div class=\"art-title-frame\">\n\t\t        <!-- title -->\n\t\t        <h4 class=\"art-title-h\">\n\t\t    \t<span >\n\t\t          \tAwards\t\t         <\/span>\n\t\t    \t<\/h4>\n\t\t      <\/div>\n\t\t      <!-- title frame end -->\n\t\t    <\/div>\n\t\t    <!-- section title end -->\n\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\t\t    <div class=\"art-a art-card art-fluid-card\">\n\t\t      \t\t      <div class=\"single-post-text\">\n\t\t      \t<div >\n\t\t          \t<ul><li><strong><a href=\"https:\/\/www.erg.cuhk.edu.hk\/erg\/sites\/default\/files\/Awards%20Presentation%20Booklet%202023-24.pdf\">The CUHK Faculty of Engineering PhD Thesis Award<\/a>,<\/strong> has been won by only three students.<\/li><li><strong><a href=\"https:\/\/www.yunpeng.site\/files\/FSE25_Award.pdf\">ACM SIGSOFT Distinguished Paper Award<\/a><\/strong> for Paper \"COFFE: A Code Efficiency Benchmark for Code Generation\" at FSE'25, June 2025.<\/li><li><strong><a href=\"https:\/\/www.yunpeng.site\/files\/Forge25_Award.pdf\">ACM SIGSOFT Distinguished Paper Award<\/a><\/strong> for Paper \"PerfCodeGen: Improving Performance of LLM Generated Code with\u00a0 Execution Feedback\" at Forge'25, Apr 2025.<\/li><li><a href=\"https:\/\/conf.researchr.org\/home\/ase-2023\"><strong>ACM SIGSOFT Distinguished Paper Award<\/strong><\/a> for Paper \"Generative Type Inference for Python\" at ASE'23, Sep 2023.<\/li><li><a href=\"https:\/\/www.yunpeng.site\/files\/ASE23_industry_challenge_award.pdf\"><strong>Distinguished Paper Award<\/strong><\/a> for Paper \"REEF: A Framework for Collecting Real-World Vulnerabilities and Fixes\" at the Industry Challenge Track of ASE'23, Sep 2023.<\/li><li><a href=\"https:\/\/conf.researchr.org\/track\/icse-2022\/icse-2022-papers\"><strong>ACM SIGSOFT Distinguished Paper Award Nomination<\/strong><\/a> for Paper \"Static Inference Meets Deep Learning: A Hybrid Type Inference Approach for Python\" at ICSE'22, May 2022.<\/li><\/ul>\t\t        <\/div>\n\t\t      <\/div>\n\t\t\t  \t\t\t  \t\t    <\/div>\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t<\/div>\n\t\t<!-- row end -->\n\n\t\t<\/div>\n\t\t<!-- container end -->\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7ca8b3a elementor-widget elementor-widget-arter-project-description\" data-id=\"7ca8b3a\" data-element_type=\"widget\" data-widget_type=\"arter-project-description.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<!-- container -->\n\t\t<div class=\"container-fluid\">\n\n\t\t<!-- row -->\n\t\t<div class=\"row\">\n\n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\n\t\t    <!-- section title -->\n\t\t    <div class=\"art-section-title\">\n\t\t      <!-- title frame -->\n\t\t      <div class=\"art-title-frame\">\n\t\t        <!-- title -->\n\t\t        <h4 class=\"art-title-h\">\n\t\t    \t<span >\n\t\t          \tTalks\t\t         <\/span>\n\t\t    \t<\/h4>\n\t\t      <\/div>\n\t\t      <!-- title frame end -->\n\t\t    <\/div>\n\t\t    <!-- section title end -->\n\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\t\t    <div class=\"art-a art-card art-fluid-card\">\n\t\t      \t\t      <div class=\"single-post-text\">\n\t\t      \t<div >\n\t\t          \t<ul><li>\"\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\u7684\u667a\u80fd\u5316\u4ee3\u7801\u5206\u6790\u4e0e\u4fee\u590d\" @ USTC, CSU, 2023.\u00a0 \u00a0 <span style=\"text-decoration: underline\"><a href=\"https:\/\/www.yunpeng.site\/files\/ustc_talk_2023.pdf\">[Slices]<\/a><\/span><\/li><li>Intelligent Code Analysis and Program Repair in the Era of Large Language Models @ MSRA, 2023. [<span style=\"text-decoration: underline\"><a href=\"https:\/\/www.yunpeng.site\/files\/msra_talk_2023.pdf\">Slices<\/a><\/span>]<\/li><\/ul>\t\t        <\/div>\n\t\t      <\/div>\n\t\t\t  \t\t\t  \t\t    <\/div>\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t<\/div>\n\t\t<!-- row end -->\n\n\t\t<\/div>\n\t\t<!-- container end -->\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad25bed elementor-widget elementor-widget-heading\" data-id=\"ad25bed\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Statistics<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7d41c47 elementor-widget elementor-widget-arter-numbers\" data-id=\"7d41c47\" data-element_type=\"widget\" data-widget_type=\"arter-numbers.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<!-- container -->\n\t\t<div class=\"container-fluid\">\n\n\t\t\t\t<!-- row -->\n\t\t<div class=\"row\">\n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-md-3 col-6\">\n\t\t    <!-- couner frame -->\n\t\t    <div class=\"art-counter-frame\">\n\t\t      <!-- counter -->\n\t\t      <div class=\"art-counter-box\">\n\t\t        <!-- counter number -->\n\t\t        <span class=\"art-counter\">\n\t\t        \t<span >\n\t\t        \t\t26\t\t        \t<\/span>\n\t\t        <\/span>\n\t\t        \t\t      <\/div>\n\t\t      <!-- counter end -->\n\t\t      <!-- title -->\n\t\t      <h6>\n\t\t      \t<span >\n\t        \t\tTotal Publications\t        \t<\/span>\n\t\t      <\/h6>\n\t\t    <\/div>\n\t\t    <!-- couner frame end -->\n\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-md-3 col-6\">\n\t\t    <!-- couner frame -->\n\t\t    <div class=\"art-counter-frame\">\n\t\t      <!-- counter -->\n\t\t      <div class=\"art-counter-box\">\n\t\t        <!-- counter number -->\n\t\t        <span class=\"art-counter\">\n\t\t        \t<span >\n\t\t        \t\t9\t\t        \t<\/span>\n\t\t        <\/span>\n\t\t        \t\t      <\/div>\n\t\t      <!-- counter end -->\n\t\t      <!-- title -->\n\t\t      <h6>\n\t\t      \t<span >\n\t        \t\tFirst-author Publications\t        \t<\/span>\n\t\t      <\/h6>\n\t\t    <\/div>\n\t\t    <!-- couner frame end -->\n\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-md-3 col-6\">\n\t\t    <!-- couner frame -->\n\t\t    <div class=\"art-counter-frame\">\n\t\t      <!-- counter -->\n\t\t      <div class=\"art-counter-box\">\n\t\t        <!-- counter number -->\n\t\t        <span class=\"art-counter\">\n\t\t        \t<span >\n\t\t        \t\t4\t\t        \t<\/span>\n\t\t        <\/span>\n\t\t        \t\t      <\/div>\n\t\t      <!-- counter end -->\n\t\t      <!-- title -->\n\t\t      <h6>\n\t\t      \t<span >\n\t        \t\tPaper Awards\t        \t<\/span>\n\t\t      <\/h6>\n\t\t    <\/div>\n\t\t    <!-- couner frame end -->\n\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-md-3 col-6\">\n\t\t    <!-- couner frame -->\n\t\t    <div class=\"art-counter-frame\">\n\t\t      <!-- counter -->\n\t\t      <div class=\"art-counter-box\">\n\t\t        <!-- counter number -->\n\t\t        <span class=\"art-counter\">\n\t\t        \t<span >\n\t\t        \t\t3\t\t        \t<\/span>\n\t\t        <\/span>\n\t\t        \t\t      <\/div>\n\t\t      <!-- counter end -->\n\t\t      <!-- title -->\n\t\t      <h6>\n\t\t      \t<span >\n\t        \t\tCorresponding Publications\t        \t<\/span>\n\t\t      <\/h6>\n\t\t    <\/div>\n\t\t    <!-- couner frame end -->\n\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \t\t<\/div>\n\t\t<!-- row end -->\n\t\t\n\t\t<\/div>\n\t\t<!-- container end -->\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-1a7c6c4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1a7c6c4\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-c0bbd7a\" data-id=\"c0bbd7a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3fa8642 elementor-button-warning elementor-align-center elementor-widget elementor-widget-button\" data-id=\"3fa8642\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a href=\"https:\/\/scholar.google.com\/citations?user=GC9TDv0AAAAJ\" class=\"elementor-button-link elementor-button elementor-size-sm\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon elementor-align-icon-left\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-graduation-cap\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Google Scholar<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-0d3651a\" data-id=\"0d3651a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-11e7b3b elementor-button-warning elementor-align-center elementor-widget elementor-widget-button\" data-id=\"11e7b3b\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a href=\"https:\/\/dblp.org\/pid\/86\/1825-3.html\" class=\"elementor-button-link elementor-button elementor-size-sm\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon elementor-align-icon-left\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-database\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"elementor-button-text\">DBLP Personal Page<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-2818084 elementor-widget elementor-widget-arter-project-description\" data-id=\"2818084\" data-element_type=\"widget\" data-widget_type=\"arter-project-description.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<!-- container -->\n\t\t<div class=\"container-fluid\">\n\n\t\t<!-- row -->\n\t\t<div class=\"row\">\n\n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\n\t\t    <!-- section title -->\n\t\t    <div class=\"art-section-title\">\n\t\t      <!-- title frame -->\n\t\t      <div class=\"art-title-frame\">\n\t\t        <!-- title -->\n\t\t        <h4 class=\"art-title-h\">\n\t\t    \t<span >\n\t\t          \t2026\t\t         <\/span>\n\t\t    \t<\/h4>\n\t\t      <\/div>\n\t\t      <!-- title frame end -->\n\t\t    <\/div>\n\t\t    <!-- section title end -->\n\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\t\t    <div class=\"art-a art-card art-fluid-card\">\n\t\t      \t\t      <div class=\"single-post-text\">\n\t\t      \t<div >\n\t\t          \t<p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-ACL-brightgreen\" alt=\"ACL\" \/><br \/><span style=\"background-color: initial\">\"MulVul: Retrieval-augmented Multi-Agent Code Vulnerability Detection via Cross-Model Prompt Evolution\"<br \/><\/span><span style=\"background-color: initial\">Zihan Wu, Jie Xu, <span style=\"text-decoration: underline\"><span style=\"font-weight: bolder\">Yun Peng<\/span><\/span><\/span><span style=\"background-color: initial\">*, Chun Yong Chong, Xiaohua Jia<br \/><\/span><em style=\"background-color: initial\">The 64th Annual Meeting of the Association for Computational Linguistics, San Diego, California, United States, July 2 - 7, 2026\u00a0\u00a0<\/em><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-FACL-lightgrey\" alt=\"ACL\" \/><br \/><span style=\"background-color: initial\">\"CoRE: A Fine-Grained Code Reasoning Benchmark Beyond Output Prediction\"<br \/><\/span><span style=\"background-color: initial\">Jun Gao, <span style=\"text-decoration: underline\"><span style=\"font-weight: bolder\">Yun Peng<\/span><\/span><\/span><span style=\"background-color: initial\">, Qian Qiao, Changhai Zhou, Yuhua Zhou, Shiyang Zhang, Shichao Weng, Zhenchang Xing, Xiaoxue Ren<br \/><\/span><em style=\"background-color: initial\">Findings of The 64th Annual Meeting of the Association for Computational Linguistics, San Diego, California, United States, July 2 - 7, 2026\u00a0\u00a0<\/em><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-FSE-brightgreen\" alt=\"FSE\" \/><br \/><span style=\"background-color: initial\">\"One Size Does Not Fit All: Revisiting Code Context Engineering for Repository-Level Code Generation\"<br \/><\/span><span style=\"background-color: initial\">Yichen Li, Qiye Lin, <span style=\"text-decoration: underline\"><span style=\"font-weight: bolder\">Yun Peng<\/span><\/span><\/span><span style=\"background-color: initial\">, Zhihan Jiang, Jinyang Liu, Chaozheng Wang, Yintong Huo, Cuiyun Gao<br \/><\/span><em style=\"background-color: initial\">The ACM International Conference on the Foundations of Software Engineering, Montreal, Canada, Jul 5 - 9, 2026\u00a0\u00a0<\/em><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-ICSE-brightgreen\" alt=\"ICSE\" \/><br \/><span style=\"background-color: initial\">\"3D Software Synthesis Driven by Constraint-Expressive Intermediate Representation\"<br \/><\/span><span style=\"background-color: initial\">Shuqing Li, Anson Y. Lam, <span style=\"font-weight: bolder\"><span style=\"text-decoration: underline\">Yun Peng<\/span>*<\/span><\/span><span style=\"background-color: initial\">, Wenxuan Wang, Michael R. Lyu<br \/><\/span><em style=\"background-color: initial\">48th International Conference on Software Engineering, Rio De Janeiro, Brazil, Apr 12 - 18, 2026\u00a0<\/em><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-ICSE-brightgreen\" alt=\"ICSE\" \/><br \/><span style=\"background-color: initial\">\"RealityCraft: Automated Synthesis of Extended Reality Device Interaction Scripts from Natural Language Instructions\"<br \/><\/span><span style=\"background-color: initial\">Shuqing Li, <span style=\"font-weight: bolder\"><span style=\"text-decoration: underline\">Yun Peng<\/span>*<\/span><\/span><span style=\"background-color: initial\">, Yige Chen, Dingyuan Xue, Yepang Liu, Michael R. Lyu<br \/><\/span><em style=\"background-color: initial\">48th International Conference on Software Engineering, Rio De Janeiro, Brazil, Apr 12 - 18, 2026\u00a0<\/em><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-LLM4Code-lightgrey\" alt=\"LLM4Code\" \/><br \/>\"ContextPilot: Code Context Engineering with Memory-Augmented Exploration Agents\"<br \/>Shuzheng Gao, Chaozheng Wang, Shuqing Li, <span style=\"text-decoration: underline\"><strong>Yun Peng<\/strong><\/span>, Michael R. Lyu<br \/><em>The Third International Workshop on Large Language Models for Code, Rio de Janeiro, Brazil, 2026<\/em><\/p>\t\t        <\/div>\n\t\t      <\/div>\n\t\t\t  \t\t\t  \t\t    <\/div>\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t<\/div>\n\t\t<!-- row end -->\n\n\t\t<\/div>\n\t\t<!-- container end -->\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b01f4da elementor-widget elementor-widget-arter-project-description\" data-id=\"b01f4da\" data-element_type=\"widget\" data-widget_type=\"arter-project-description.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<!-- container -->\n\t\t<div class=\"container-fluid\">\n\n\t\t<!-- row -->\n\t\t<div class=\"row\">\n\n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\n\t\t    <!-- section title -->\n\t\t    <div class=\"art-section-title\">\n\t\t      <!-- title frame -->\n\t\t      <div class=\"art-title-frame\">\n\t\t        <!-- title -->\n\t\t        <h4 class=\"art-title-h\">\n\t\t    \t<span >\n\t\t          \t2025\t\t         <\/span>\n\t\t    \t<\/h4>\n\t\t      <\/div>\n\t\t      <!-- title frame end -->\n\t\t    <\/div>\n\t\t    <!-- section title end -->\n\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\t\t    <div class=\"art-a art-card art-fluid-card\">\n\t\t      \t\t      <div class=\"single-post-text\">\n\t\t      \t<div >\n\t\t          \t<p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-ASE-brightgreen\" alt=\"ASE\" \/><br \/><span style=\"background-color: initial\">\"iCodeReviewer: Improving Secure Code Review with Mixture of Prompts\"<br \/><\/span><span style=\"background-color: initial\"><span style=\"text-decoration: underline\"><strong>Yun Peng<\/strong><\/span>, Kisub Kim, Linghan Meng, Kui Liu<\/span><span style=\"background-color: initial\"><br \/><\/span><em style=\"background-color: initial\">40th IEEE\/ACM International Conference on Automated Software Engineering, Seoul, South Korea, Nov 16 - 20, 2025<br \/><a href=\"https:\/\/www.yunpeng.site\/files\/icodereviewer.pdf\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-PDF-orange\" alt=\"pdf\" \/><\/a><br \/><\/em><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-ASE-brightgreen\" alt=\"ASE\" \/><br \/><span style=\"background-color: initial\">\"PEACE: Towards Efficient Project-Level Performance Optimization via Hybrid Code Editing\"<br \/><\/span><span style=\"background-color: initial\">Xiaoxue Ren, Jun Wan,\u00a0<span style=\"text-decoration: underline\"><strong>Yun Peng<\/strong><\/span>, Zhongxin Liu, Ming Liang, Dajun Chen, Wei Jiang, Yong Li<\/span><span style=\"background-color: initial\"><br \/><\/span><em style=\"background-color: initial\">40th IEEE\/ACM International Conference on Automated Software Engineering, Seoul, South Korea, Nov 16 - 20, 2025\u00a0\u00a0<\/em><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-ASE-brightgreen\" alt=\"ASE\" \/><br \/><span style=\"background-color: initial\">\"Metamorphic Testing for Audio Content Moderation Software\"<br \/><\/span><span style=\"background-color: initial\">Wenxuan Wang, Yongjiang Wu, Junyan Zhang, Shuqing Li, <span style=\"text-decoration: underline\"><strong>Yun Peng<\/strong><\/span><\/span><span style=\"background-color: initial\">, Wenting Chen, Shuai Wang, Michael R. Lyu<br \/><\/span><em style=\"background-color: initial\">40th IEEE\/ACM International Conference on Automated Software Engineering, Seoul, South Korea, Nov 16 - 20, 2025\u00a0<\/em><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-FSE-brightgreen\" alt=\"FSE\" \/><br \/><span style=\"background-color: initial\">\"COFFE: A Code Efficiency Benchmark for Code Generation\"<br \/><\/span><span style=\"text-decoration: underline\"><span style=\"background-color: initial\"><strong>Yun Peng<\/strong><\/span><\/span><span style=\"background-color: initial\">, Jun Wan, Yichen Li, Xiaoxue Ren<br \/><\/span><em style=\"background-color: initial\">The ACM International Conference on the Foundations of Software Engineering, Trondheim, Norway, Jun 23 - 27, 2025<br \/><\/em><span style=\"color: #ff0000\"><em><strong>ACM SIGSOFT Distinguished Paper Award<\/strong><\/em><\/span><br \/><a href=\"https:\/\/www.yunpeng.site\/files\/coffe.pdf\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-PDF-orange\" alt=\"pdf\" \/> \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/a><a href=\"https:\/\/github.com\/JohnnyPeng18\/Coffe\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-Code-orange\" alt=\"pdf\" \/><\/a><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-Forge-lightgrey\" alt=\"Forge\" \/><br \/>\"PerfCodeGen: Improving Performance of LLM Generated Code with Execution Feedback\"<br \/><span style=\"text-decoration: underline\"><strong>Yun Peng<\/strong><\/span>,\u00a0Akhilesh Deepak Gotmare, Michael R. Lyu, Caiming Xiong, Silvio Savarese, Doyen Sahoo<br \/><em>The 2nd ACM international conference on AI Foundation Models and Software Engineering, Ottawa, Ontario, Canada, Apr 27 - 28, 2025<br \/><span style=\"color: #ff0000\"><strong>ACM SIGSOFT Distinguished Paper Award<br \/><a href=\"https:\/\/www.yunpeng.site\/files\/perfcodegen.pdf\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-PDF-orange\" alt=\"pdf\" \/> \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/a><a href=\"https:\/\/github.com\/SalesforceAIResearch\/perfcodegen\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-Code-orange\" alt=\"pdf\" \/><\/a><br \/><\/strong><\/span><\/em><\/p>\t\t        <\/div>\n\t\t      <\/div>\n\t\t\t  \t\t\t  \t\t    <\/div>\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t<\/div>\n\t\t<!-- row end -->\n\n\t\t<\/div>\n\t\t<!-- container end -->\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4fe3348 elementor-widget elementor-widget-arter-project-description\" data-id=\"4fe3348\" data-element_type=\"widget\" data-widget_type=\"arter-project-description.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<!-- container -->\n\t\t<div class=\"container-fluid\">\n\n\t\t<!-- row -->\n\t\t<div class=\"row\">\n\n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\n\t\t    <!-- section title -->\n\t\t    <div class=\"art-section-title\">\n\t\t      <!-- title frame -->\n\t\t      <div class=\"art-title-frame\">\n\t\t        <!-- title -->\n\t\t        <h4 class=\"art-title-h\">\n\t\t    \t<span >\n\t\t          \t2024\t\t         <\/span>\n\t\t    \t<\/h4>\n\t\t      <\/div>\n\t\t      <!-- title frame end -->\n\t\t    <\/div>\n\t\t    <!-- section title end -->\n\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\t\t    <div class=\"art-a art-card art-fluid-card\">\n\t\t      \t\t      <div class=\"single-post-text\">\n\t\t      \t<div >\n\t\t          \t<p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-ICSE-brightgreen\" alt=\"ICSE\" \/><br \/><span style=\"background-color: initial\">\"Domain Knowledge Matters: Improving Prompts with Fix Templates for Repairing Python Type Errors\"<br \/><\/span><span style=\"text-decoration: underline\"><span style=\"background-color: initial\"><strong>Yun Peng<\/strong><\/span><\/span><span style=\"background-color: initial\">, Shuzheng Gao, Cuiyun Gao, Yintong Huo, Michael R. Lyu<br \/><\/span><em><em><em><em>46th International Conference on Software Engineering, Lisbon, Portugal, Apr 14-20, 2024\u00a0 \u00a0<\/em><br \/><span style=\"color: #993366\"><span style=\"color: #993366\"><span style=\"color: #993366\"><span style=\"color: #993366\"><span style=\"color: #993366\"><span style=\"color: #ff6600\"><a href=\"https:\/\/www.yunpeng.site\/files\/typefix.pdf\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-PDF-orange\" alt=\"pdf\" \/> \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/a><a href=\"https:\/\/github.com\/JohnnyPeng18\/TypeFix\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-Code-orange\" alt=\"pdf\" \/><\/a><\/span><\/span><\/span><\/span><\/span><\/span><\/em><\/em><\/em><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-ICSE-brightgreen\" alt=\"ICSE\" \/><br \/><span style=\"background-color: initial\">\"Less is More? An Empirical Study on Configuration Issues in Python PyPI Ecosystem\"<br \/><\/span><span style=\"text-decoration: underline\"><span style=\"background-color: initial\"><strong>Yun Peng<\/strong><\/span><\/span><span style=\"background-color: initial\">, Ruida Hu, Ruoke Wang, Cuiyun Gao, Shuqing Li, Michael R. Lyu<br \/><\/span><em><em><em><em>46th International Conference on Software Engineering, Lisbon, Portugal, Apr 14-20, 2024<br \/><\/em><\/em><\/em><\/em><em style=\"background-color: initial\"><em><em><a href=\"https:\/\/www.yunpeng.site\/files\/pyconf.pdf\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-PDF-orange\" alt=\"pdf\" \/> \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/a><a href=\"https:\/\/github.com\/JohnnyPeng18\/PyConf\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-Code-orange\" alt=\"pdf\" \/><\/a><\/em><\/em><\/em><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-FSE-brightgreen\" alt=\"FSE\" \/><br \/>\"Less Cybersickness, Please: Demystifying and Detecting Stereoscopic Visual Inconsistencies in Virtual Reality Apps\"<br \/>Shuqing Li, Cuiyun Gao, Jianping Zhang, Yujia Zhang, Yepang Liu, Jiazhen Gu, <span style=\"text-decoration: underline\"><strong>Yun Peng<\/strong><\/span>, Michael R. Lyu<br \/><em>The ACM International Conference on the Foundations of Software Engineering, Porto de Galinhas, Brazil, Brazil, Jul 15-19, 2024\u00a0<\/em><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Journal-TSE-brightgreen\" alt=\"TSE\" \/><br \/>\"A Closer Look into Transformer-Based Code Intelligence Through Code Transformation: Challenges and Opportunities\"<br \/>Yaoxian Li, Shiyi Qi, Cuiyun Gao, <b><u>Yun Peng<\/u><\/b>, David Lo, Zenglin Xu, Michael R. Lyu<br \/><i>IEEE Transactions on Software Engineering<\/i><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-ICSME-blue\" alt=\"ICSME\" \/><br \/>\"vFix: Facilitating Software Maintenance of Smart Contracts via Automatically Fixing Vulnerabilities\"<br \/>Pengcheng Fang, Peng Gao, <b><u>Yun Peng,<\/u><\/b> QingZhao Zhang, Tao Xie, Dawn Song, Prateek Mittal, Sanjeev Kulkarni, Zhuotao Liu, Xusheng Xiao<br \/><i>40th International Conference on Software Maintenance and Evolution, Flatstaff, AZ, USA, Oct 6 - 11, 2024<\/i><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-LLM4Code-lightgrey\" alt=\"LLM4Code\" \/><br \/>\"Enhancing LLM-Based Coding Tools through Native Integration of IDE-Derived Static Context\"<br \/>Yichen Li, <span style=\"text-decoration: underline\"><strong>Yun Peng<\/strong><\/span>, Yintong Huo, Michael R. Lyu<br \/><em>The First International Workshop on Large Language Models for Code, Lisbon, Portugal, Apr 20, 2024<\/em><\/p>\t\t        <\/div>\n\t\t      <\/div>\n\t\t\t  \t\t\t  \t\t    <\/div>\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t<\/div>\n\t\t<!-- row end -->\n\n\t\t<\/div>\n\t\t<!-- container end -->\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2726b5e elementor-widget elementor-widget-arter-project-description\" data-id=\"2726b5e\" data-element_type=\"widget\" data-widget_type=\"arter-project-description.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<!-- container -->\n\t\t<div class=\"container-fluid\">\n\n\t\t<!-- row -->\n\t\t<div class=\"row\">\n\n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\n\t\t    <!-- section title -->\n\t\t    <div class=\"art-section-title\">\n\t\t      <!-- title frame -->\n\t\t      <div class=\"art-title-frame\">\n\t\t        <!-- title -->\n\t\t        <h4 class=\"art-title-h\">\n\t\t    \t<span >\n\t\t          \t2023\t\t         <\/span>\n\t\t    \t<\/h4>\n\t\t      <\/div>\n\t\t      <!-- title frame end -->\n\t\t    <\/div>\n\t\t    <!-- section title end -->\n\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\t\t    <div class=\"art-a art-card art-fluid-card\">\n\t\t      \t\t      <div class=\"single-post-text\">\n\t\t      \t<div >\n\t\t          \t<p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-ASE-brightgreen\" alt=\"arxiv\" \/><br \/>\"Generative Type Inference for Python\"<br \/><span style=\"text-decoration: underline\"><strong>Yun Peng<\/strong><\/span>, Chaozheng Wang, Wenxuan Wang, Cuiyun Gao, Michael R. Lyu<br \/><em>38th IEEE\/ACM International Conference on Automated Software Engineering,\u00a0Kirchberg, Luxembourg, Sep 11-15, 2023<br \/><strong><span style=\"color: #ff0000\">ACM SIGSOFT Distinguished Paper Award<\/span>\u00a0<\/strong><br \/><\/em><span style=\"color: #993366\"><span style=\"color: #ff6600\"><a href=\"https:\/\/www.yunpeng.site\/files\/typegen.pdf\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-PDF-orange\" alt=\"pdf\" \/><\/a> <\/span><\/span> \u00a0 \u00a0 \u00a0 \u00a0 <a href=\"https:\/\/github.com\/JohnnyPeng18\/TypeGen\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-Code-orange\" alt=\"pdf\" \/><\/a>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 <a href=\"https:\/\/www.yunpeng.site\/files\/ASE23_Slices.pdf\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-Slices-orange\" alt=\"pdf\" \/><\/a><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-ASE-brightgreen\" alt=\"arxiv\" \/><br \/>\"REEF: A Framework for Collecting Real-World Vulnerabilities and Fixes\"<br \/>Chaozheng Wang, Zongjie Li, <span style=\"text-decoration: underline\"><strong>Yun Peng<\/strong><\/span>, Shuzheng Gao, Sirong Chen, Shuai Wang, Cuiyun Gao, Michael R. Lyu<br \/><em>38th IEEE\/ACM International Conference on Automated Software Engineering, Kirchberg, Luxembourg, Sep 11-15, 2023 (Industry Challenge)<br \/><span style=\"color: #ff0000\"><strong>Distinguished Paper Award for Industry Challenge Track<\/strong><\/span><br \/><\/em><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Journal-TSE-brightgreen\" alt=\"arxiv\" \/><br \/>\"Prompt Tuning in Code Intelligence: An Experimental Evaluation\"<br \/>Chaozheng Wang, Yuanhang Yang, Cuiyun Gao, <span style=\"text-decoration: underline\"><strong>Yun Peng<\/strong><\/span>, Hongyu Zhang, Michael R. Lyu<br \/><em>IEEE Transactions on Software Engineering<br \/><\/em><\/p><hr \/><p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Journal-TSE-brightgreen\" alt=\"arxiv\" \/><br \/>\"API Usage Recommendation via Multi-View Heterogeneous Graph Representation Learning\"<br \/>Yujia Chen, Cuiyun Gao, Xiaoxue Ren, <span style=\"text-decoration: underline\"><strong>Yun Peng<\/strong><\/span>, Xin Xia, Michael R. Lyu<br \/><em>IEEE Transactions on Software Engineering\u00a0<br \/><\/em><\/p>\t\t        <\/div>\n\t\t      <\/div>\n\t\t\t  \t\t\t  \t\t    <\/div>\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t<\/div>\n\t\t<!-- row end -->\n\n\t\t<\/div>\n\t\t<!-- container end -->\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3002791 elementor-widget elementor-widget-arter-project-description\" data-id=\"3002791\" data-element_type=\"widget\" data-widget_type=\"arter-project-description.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<!-- container -->\n\t\t<div class=\"container-fluid\">\n\n\t\t<!-- row -->\n\t\t<div class=\"row\">\n\n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\n\t\t    <!-- section title -->\n\t\t    <div class=\"art-section-title\">\n\t\t      <!-- title frame -->\n\t\t      <div class=\"art-title-frame\">\n\t\t        <!-- title -->\n\t\t        <h4 class=\"art-title-h\">\n\t\t    \t<span >\n\t\t          \t2022\n\t\t         <\/span>\n\t\t    \t<\/h4>\n\t\t      <\/div>\n\t\t      <!-- title frame end -->\n\t\t    <\/div>\n\t\t    <!-- section title end -->\n\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\t\t    <div class=\"art-a art-card art-fluid-card\">\n\t\t      \t\t      <div class=\"single-post-text\">\n\t\t      \t<div >\n\t\t          \t<p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Journal-TSE-brightgreen\" alt=\"arxiv\"><br>\n\"Revisiting, Benchmarking and Exploring API Recommendation: How Far Are We?\"<br>\n<span style=\"text-decoration: underline\"><strong>Yun Peng<\/strong><\/span>, Shuqing Li, Wenwei Gu, Yichen Li, Wenxuan Wang, Cuiyun Gao, Michael R. Lyu<br>\n<em>IEEE Transactions on Software Engineering&nbsp; &nbsp;&nbsp;<\/em><br>\n<span style=\"color: #993366\"><span style=\"color: #993366\"><span style=\"color: #993366\"><span style=\"color: #993366\"><span style=\"color: #993366\"><span style=\"color: #ff6600\"><a href=\"https:\/\/www.yunpeng.site\/files\/apirec.pdf\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-PDF-orange\" alt=\"pdf\"><\/a> &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;<a href=\"https:\/\/github.com\/JohnnyPeng18\/APIBench\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-Code-orange\" alt=\"pdf\"><\/a> &nbsp;&nbsp; &nbsp;&nbsp; &nbsp;<a href=\"https:\/\/zenodo.org\/record\/5797297#.YdLg-fFBwUF\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-Dataset-orange\" alt=\"pdf\"><\/a><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<hr>\n<p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-ESEC\/FSE-brightgreen\" alt=\"saner\"><br>\n\"No More Fine-tuning? An Experimental Evaluation of Prompt Tuning in Code Intelligence\"<br>\nChaozheng Wang, Yuanhang Yang, Cuiyun Gao, <strong><span style=\"text-decoration: underline\">Yun Peng<\/span><\/strong>, Hongyu Zhang and Michael R. Lyu<br>\n<em>30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering, Singapore, Nov 14-18, 2022<\/em><\/p>\n<hr>\n<p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-ICSE-brightgreen\" alt=\"ICSE\"><br>\n\u201dStatic Inference Meets Deep Learning: A Hybrid Type Inference Approach for Python\u201d<br>\n<span style=\"text-decoration: underline\"><strong>Yun Peng<\/strong><\/span>, Zongjie Li, Cuiyun Gao, Bowei Gao, David Lo, Qirun Zhang, Michael R. Lyu<br>\n<em><em><em><em>44th International Conference on Software Engineering, Pittsburgh, PA, USA, May 21-29, 2022<br>\n<\/em><\/em><\/em><span style=\"color: #ff0000\"><strong>Nominated for ACM SIGSOFT Distinguished Paper Award<\/strong><\/span><em><em><em><br>\n<a href=\"https:\/\/www.yunpeng.site\/files\/hityper.pdf\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-PDF-orange\" alt=\"pdf\"><\/a><a href=\"https:\/\/github.com\/JohnnyPeng18\/HiTyper\">&nbsp; &nbsp; &nbsp; &nbsp; <img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-Code-orange\" alt=\"code\"><\/a><br>\n<\/em><\/em><\/em><\/em><\/p>\n<hr>\n<p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-SANER-blue\" alt=\"saner\"><br>\n\"Source code summarization with structural relative position guided Transformer\"<br>\nZi Gong, Cuiyun Gao, Yasheng Wang, Wenchao Gu, <strong><span style=\"text-decoration: underline\">Yun Peng<\/span><\/strong> and Zenglin Xu<br>\n<em>29th IEEE International Conference onSoftware Analysis, Evolution and Reengineering, March 15-18, 2022<\/em><\/p>\t\t        <\/div>\n\t\t      <\/div>\n\t\t\t  \t\t\t  \t\t    <\/div>\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t<\/div>\n\t\t<!-- row end -->\n\n\t\t<\/div>\n\t\t<!-- container end -->\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f45a52d elementor-widget elementor-widget-arter-project-description\" data-id=\"f45a52d\" data-element_type=\"widget\" data-widget_type=\"arter-project-description.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<!-- container -->\n\t\t<div class=\"container-fluid\">\n\n\t\t<!-- row -->\n\t\t<div class=\"row\">\n\n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\n\t\t    <!-- section title -->\n\t\t    <div class=\"art-section-title\">\n\t\t      <!-- title frame -->\n\t\t      <div class=\"art-title-frame\">\n\t\t        <!-- title -->\n\t\t        <h4 class=\"art-title-h\">\n\t\t    \t<span >\n\t\t          \t2021\t\t         <\/span>\n\t\t    \t<\/h4>\n\t\t      <\/div>\n\t\t      <!-- title frame end -->\n\t\t    <\/div>\n\t\t    <!-- section title end -->\n\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\t\t    <div class=\"art-a art-card art-fluid-card\">\n\t\t      \t\t      <div class=\"single-post-text\">\n\t\t      \t<div >\n\t\t          \t<p><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/Conference-SANER-blue\" alt=\"saner\" \/><\/p><p>\"An Empirical Study for Common Language Features Used in Python Projects\"<br \/><span style=\"text-decoration: underline\"><strong>Yun Peng<\/strong><\/span>, YuZhang, Mingzhe Hu<br \/><em>28th IEEE International Conference on Software Analysis, Evolution and Reengineering, Honolulu, HI, USA, March 9-12, 2021\u00a0<\/em><br \/><a href=\"https:\/\/www.yunpeng.site\/files\/SANER21.pdf\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-PDF-orange\" alt=\"pdf\" \/><\/a> \u00a0\u00a0 \u00a0\u00a0 \u00a0<a href=\"https:\/\/github.com\/S4Plus\/PyScan\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-Code-orange\" alt=\"code\" \/><\/a>\u00a0 \u00a0 \u00a0 \u00a0 <a href=\"https:\/\/www.yunpeng.site\/files\/SANER21-slides.pdf\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-Slices-orange\" alt=\"slice\" \/><\/a> \u00a0\u00a0 \u00a0\u00a0 \u00a0<a href=\"https:\/\/www.youtube.com\/watch?v=YB--HMjwnMk\"><img decoding=\"async\" src=\"https:\/\/img.shields.io\/badge\/-Video-orange\" alt=\"video\" \/><\/a><\/p>\t\t        <\/div>\n\t\t      <\/div>\n\t\t\t  \t\t\t  \t\t    <\/div>\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  \t\t<\/div>\n\t\t<!-- row end -->\n\n\t\t<\/div>\n\t\t<!-- container end -->\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8cca9ce elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8cca9ce\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e07b1a5\" data-id=\"e07b1a5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-edd1810 elementor-widget elementor-widget-arter-blog-carousel\" data-id=\"edd1810\" data-element_type=\"widget\" data-widget_type=\"arter-blog-carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n\t\t<!-- container -->\n\t\t<div class=\"container-fluid\">\n\n\t\t<!-- row -->\n\t\t<div class=\"row\">\n\t\t  \t\t  <!-- col -->\n\t\t  <div class=\"col-lg-12\">\n\t\t    <!-- section title -->\n\t\t    <div class=\"art-section-title\">\n\t\t      <!-- title frame -->\n\t\t      <div class=\"art-title-frame\">\n\t\t        <!-- title -->\n\t\t        <h4 class=\"art-title-h\">\n\t\t    \t<span >\n\t\t          \tDetailed Research Projects\t\t         <\/span>\n\t\t    \t<\/h4>\n\t\t      <\/div>\n\t\t      <!-- title frame end -->\n\t\t    <\/div>\n\t\t    <!-- section title end -->\n\t\t  <\/div>\n\t\t  <!-- col end -->\n\t\t  \n\t\t  <!-- col -->\n          <div class=\"col-lg-12\">\n          \t            <!-- slider container -->\n            <div class=\"swiper-container art-blog-slider\" style=\"overflow: visible\">\n              <!-- slider wrapper -->\n              <div class=\"swiper-wrapper\">\n                                <!-- slide -->\n                <div class=\"swiper-slide\">\n\n                  \n\n<!-- blog post card -->\n<div class=\"art-a art-blog-card\">\n  <div id=\"post-659\" class=\"post-659 post type-post status-publish format-standard has-post-thumbnail hentry category-research tag-paper\">\n\t  <!-- post cover -->\n\t  \t\t\t\t<a class=\"art-port-cover post-thumbnail\" href=\"https:\/\/yunpeng.site\/index.php\/2023\/09\/25\/ase-2023\/\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"494\" src=\"https:\/\/i2.wp.com\/yunpeng.site\/wp-content\/uploads\/2023\/09\/ASE23_Overview.png?resize=1280%2C494&amp;ssl=1\" class=\"attachment-arter_1280x768 size-arter_1280x768 wp-post-image\" alt=\"ASE 2023\" \/>\t\t<\/a>\n\t\t\n\t\t\t  <!-- post cover end -->\n\t  <!-- post description -->\n\t  <div class=\"art-post-description\">\n\t  \t\t\t<div class=\"art-project-category mb-15\">\n\t\t\t<a href=\"https:\/\/yunpeng.site\/index.php\/2023\/09\/25\/ase-2023\/\">\n\t\t\t\t<span class=\"art-el-date\">September 25, 2023<\/span>\n\t\t\t<\/a>\n\t\t\t \/ <span class=\"art-el-category\">Research<\/span>\t\t<\/div>\n\t\t\t    <!-- title -->\n\t    <a href=\"https:\/\/yunpeng.site\/index.php\/2023\/09\/25\/ase-2023\/\">\n\t      <h5 class=\"mb-15\">ASE 2023<\/h5>\n\t    <\/a>\n\t    \t    <!-- text -->\n\t    <div class=\"art-el-description\">\n\t    \t<p>Generative Type Inference for Python ASE 2023 Paper Information Paper Name: Generative Type Inference for Python Conference: 38th IEEE\/ACM International&#8230; <\/p>\n<div class=\"art-el-more\"><a href=\"https:\/\/yunpeng.site\/index.php\/2023\/09\/25\/ase-2023\/\" class=\"art-link art-color-link art-w-chevron\">Read more<\/a><\/div>\n\t    <\/div>\n\t    \t  <\/div>\n\t  <!-- post description end -->\n  <\/div>\n<\/div>\n<!-- blog post card end -->\n                <\/div>\n                <!-- slide end -->\n                                <!-- slide -->\n                <div class=\"swiper-slide\">\n\n                  \n\n<!-- blog post card -->\n<div class=\"art-a art-blog-card\">\n  <div id=\"post-537\" class=\"post-537 post type-post status-publish format-standard has-post-thumbnail hentry category-research tag-paper\">\n\t  <!-- post cover -->\n\t  \t\t\t\t<a class=\"art-port-cover post-thumbnail\" href=\"https:\/\/yunpeng.site\/index.php\/2022\/08\/17\/tse-2022\/\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"768\" src=\"https:\/\/i2.wp.com\/yunpeng.site\/wp-content\/uploads\/2022\/08\/TSE22_TeaserImage.png?resize=1280%2C768&amp;ssl=1\" class=\"attachment-arter_1280x768 size-arter_1280x768 wp-post-image\" alt=\"TSE 2022\" srcset=\"https:\/\/i2.wp.com\/yunpeng.site\/wp-content\/uploads\/2022\/08\/TSE22_TeaserImage.png?resize=1280%2C768&amp;ssl=1 1280w, https:\/\/i2.wp.com\/yunpeng.site\/wp-content\/uploads\/2022\/08\/TSE22_TeaserImage.png?zoom=2&amp;resize=1280%2C768&amp;ssl=1 2560w, https:\/\/i2.wp.com\/yunpeng.site\/wp-content\/uploads\/2022\/08\/TSE22_TeaserImage.png?zoom=3&amp;resize=1280%2C768&amp;ssl=1 3840w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t<\/a>\n\t\t\n\t\t\t  <!-- post cover end -->\n\t  <!-- post description -->\n\t  <div class=\"art-post-description\">\n\t  \t\t\t<div class=\"art-project-category mb-15\">\n\t\t\t<a href=\"https:\/\/yunpeng.site\/index.php\/2022\/08\/17\/tse-2022\/\">\n\t\t\t\t<span class=\"art-el-date\">August 17, 2022<\/span>\n\t\t\t<\/a>\n\t\t\t \/ <span class=\"art-el-category\">Research<\/span>\t\t<\/div>\n\t\t\t    <!-- title -->\n\t    <a href=\"https:\/\/yunpeng.site\/index.php\/2022\/08\/17\/tse-2022\/\">\n\t      <h5 class=\"mb-15\">TSE 2022<\/h5>\n\t    <\/a>\n\t    \t    <!-- text -->\n\t    <div class=\"art-el-description\">\n\t    \t<p>Revisiting, Benchmarking and Exploring API Recommendation: How Far Are We? TSE 2022 Paper Information Paper Name: Revisiting, Benchmarking and Exploring&#8230; <\/p>\n<div class=\"art-el-more\"><a href=\"https:\/\/yunpeng.site\/index.php\/2022\/08\/17\/tse-2022\/\" class=\"art-link art-color-link art-w-chevron\">Read more<\/a><\/div>\n\t    <\/div>\n\t    \t  <\/div>\n\t  <!-- post description end -->\n  <\/div>\n<\/div>\n<!-- blog post card end -->\n                <\/div>\n                <!-- slide end -->\n                                <!-- slide -->\n                <div class=\"swiper-slide\">\n\n                  \n\n<!-- blog post card -->\n<div class=\"art-a art-blog-card\">\n  <div id=\"post-496\" class=\"post-496 post type-post status-publish format-standard has-post-thumbnail hentry category-research tag-paper\">\n\t  <!-- post cover -->\n\t  \t\t\t\t<a class=\"art-port-cover post-thumbnail\" href=\"https:\/\/yunpeng.site\/index.php\/2022\/03\/25\/icse22\/\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"538\" src=\"https:\/\/i2.wp.com\/yunpeng.site\/wp-content\/uploads\/2022\/03\/workflow.png?resize=1280%2C538&amp;ssl=1\" class=\"attachment-arter_1280x768 size-arter_1280x768 wp-post-image\" alt=\"ICSE22\" \/>\t\t<\/a>\n\t\t\n\t\t\t  <!-- post cover end -->\n\t  <!-- post description -->\n\t  <div class=\"art-post-description\">\n\t  \t\t\t<div class=\"art-project-category mb-15\">\n\t\t\t<a href=\"https:\/\/yunpeng.site\/index.php\/2022\/03\/25\/icse22\/\">\n\t\t\t\t<span class=\"art-el-date\">March 25, 2022<\/span>\n\t\t\t<\/a>\n\t\t\t \/ <span class=\"art-el-category\">Research<\/span>\t\t<\/div>\n\t\t\t    <!-- title -->\n\t    <a href=\"https:\/\/yunpeng.site\/index.php\/2022\/03\/25\/icse22\/\">\n\t      <h5 class=\"mb-15\">ICSE22<\/h5>\n\t    <\/a>\n\t    \t    <!-- text -->\n\t    <div class=\"art-el-description\">\n\t    \t<p>Static Inference Meets Deep Learning: A Hybrid Type Inference Approach for Python ICSE 2022 Paper Information Paper Name: Static Inference&#8230; <\/p>\n<div class=\"art-el-more\"><a href=\"https:\/\/yunpeng.site\/index.php\/2022\/03\/25\/icse22\/\" class=\"art-link art-color-link art-w-chevron\">Read more<\/a><\/div>\n\t    <\/div>\n\t    \t  <\/div>\n\t  <!-- post description end -->\n  <\/div>\n<\/div>\n<!-- blog post card end -->\n                <\/div>\n                <!-- slide end -->\n                                <!-- slide -->\n                <div class=\"swiper-slide\">\n\n                  \n\n<!-- blog post card -->\n<div class=\"art-a art-blog-card\">\n  <div id=\"post-137\" class=\"post-137 post type-post status-publish format-standard has-post-thumbnail hentry category-research tag-paper\">\n\t  <!-- post cover -->\n\t  \t\t\t\t<a class=\"art-port-cover post-thumbnail\" href=\"https:\/\/yunpeng.site\/index.php\/2021\/04\/16\/saner2021\/\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"625\" height=\"328\" src=\"https:\/\/i1.wp.com\/yunpeng.site\/wp-content\/uploads\/2021\/04\/architecture.png?resize=625%2C328&amp;ssl=1\" class=\"attachment-arter_1280x768 size-arter_1280x768 wp-post-image\" alt=\"SANER2021\" srcset=\"https:\/\/i1.wp.com\/yunpeng.site\/wp-content\/uploads\/2021\/04\/architecture.png?w=625&amp;ssl=1 625w, https:\/\/i1.wp.com\/yunpeng.site\/wp-content\/uploads\/2021\/04\/architecture.png?resize=300%2C157&amp;ssl=1 300w, https:\/\/i1.wp.com\/yunpeng.site\/wp-content\/uploads\/2021\/04\/architecture.png?resize=256%2C134&amp;ssl=1 256w\" sizes=\"(max-width: 625px) 100vw, 625px\" \/>\t\t<\/a>\n\t\t\n\t\t\t  <!-- post cover end -->\n\t  <!-- post description -->\n\t  <div class=\"art-post-description\">\n\t  \t\t\t<div class=\"art-project-category mb-15\">\n\t\t\t<a href=\"https:\/\/yunpeng.site\/index.php\/2021\/04\/16\/saner2021\/\">\n\t\t\t\t<span class=\"art-el-date\">April 16, 2021<\/span>\n\t\t\t<\/a>\n\t\t\t \/ <span class=\"art-el-category\">Research<\/span>\t\t<\/div>\n\t\t\t    <!-- title -->\n\t    <a href=\"https:\/\/yunpeng.site\/index.php\/2021\/04\/16\/saner2021\/\">\n\t      <h5 class=\"mb-15\">SANER2021<\/h5>\n\t    <\/a>\n\t    \t    <!-- text -->\n\t    <div class=\"art-el-description\">\n\t    \t<p>An Empirical Study for Common Language Features Used in Python Projects SANER 2021 Paper Information Paper Name:&nbsp;An Empirical Study for&#8230; <\/p>\n<div class=\"art-el-more\"><a href=\"https:\/\/yunpeng.site\/index.php\/2021\/04\/16\/saner2021\/\" class=\"art-link art-color-link art-w-chevron\">Read more<\/a><\/div>\n\t    <\/div>\n\t    \t  <\/div>\n\t  <!-- post description end -->\n  <\/div>\n<\/div>\n<!-- blog post card end -->\n                <\/div>\n                <!-- slide end -->\n                                \n              <\/div>\n              <!-- slider wrapper end -->\n            <\/div>\n            <!-- slider container end -->\n                      <\/div>\n          <!-- col end -->\n\n          <!-- col -->\n          <div class=\"col-lg-12\">\n\n            <!-- slider navigation -->\n            <div class=\"art-slider-navigation\">\n\n              <!-- left side -->\n              <div class=\"art-sn-left\">\n\n                <!-- slider pagination -->\n                <div class=\"swiper-pagination\"><\/div>\n\n              <\/div>\n              <!-- left side end -->\n\n              <!-- right side -->\n              <div class=\"art-sn-right\">\n\n                <!-- slider navigation -->\n                <div class=\"art-slider-nav-frame\">\n                  <!-- prev -->\n                  <div class=\"art-slider-nav art-blog-swiper-prev\"><i class=\"fas fa-chevron-left\"><\/i><\/div>\n                  <!-- next -->\n                  <div class=\"art-slider-nav art-blog-swiper-next\"><i class=\"fas fa-chevron-right\"><\/i><\/div>\n                <\/div>\n                <!-- slider navigation -->\n\n              <\/div>\n              <!-- right side end -->\n\n            <\/div>\n            <!-- slider navigation end -->\n\n          <\/div>\n          <!-- col end -->\n\t\t  \n\t\t<\/div>\n\t\t<!-- row end -->\n\n\t\t<\/div>\n\t\t<!-- container end -->\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Research &lt;code&gt; &lt;\/code&gt; Research Interests Software Engineering: Code Generation: Code Efficiency Benchmark (FSE&#8217;25) Intelligent Code Analysis:\u00a0Type Inference (ICSE&#8217;22, ASE&#8217;23);\u00a0API Recommendation&#8230; <\/p>\n<div class=\"art-el-more\"><a href=\"https:\/\/yunpeng.site\/index.php\/2021\/04\/16\/saner2021\/\" class=\"art-link art-color-link art-w-chevron\">Read more<\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"spay_email":"","footnotes":""},"_links":{"self":[{"href":"https:\/\/yunpeng.site\/index.php\/wp-json\/wp\/v2\/pages\/133"}],"collection":[{"href":"https:\/\/yunpeng.site\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/yunpeng.site\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/yunpeng.site\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/yunpeng.site\/index.php\/wp-json\/wp\/v2\/comments?post=133"}],"version-history":[{"count":267,"href":"https:\/\/yunpeng.site\/index.php\/wp-json\/wp\/v2\/pages\/133\/revisions"}],"predecessor-version":[{"id":971,"href":"https:\/\/yunpeng.site\/index.php\/wp-json\/wp\/v2\/pages\/133\/revisions\/971"}],"wp:attachment":[{"href":"https:\/\/yunpeng.site\/index.php\/wp-json\/wp\/v2\/media?parent=133"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}