Wed 17 Jul 2024 17:48 - 17:57 at Mandacaru - Program Repair and Synthesis Chair(s): Fernanda Madeiral
In this paper, we present the first benchmark for algorithm synthesis from formal specification: ASAC. ASAC consists of 136 tasks covering a wide range of algorithmic paradigms and various difficulty levels. Each task includes a formal specification and an efficiency requirement, and the program synthesizer is expected to produce a program that satisfies the formal specification and meets the efficiency requirement. Our evaluation of two SOTA approaches in ASAC shows that ASAC exposes new challenges for future research on program synthesis.
ASAC is available at https://auqwqua.github.io/ASACBenchmark, and the demo video is available at https://youtu.be/JXVleCdBh8U.
Wed 17 JulDisplayed time zone: Brasilia, Distrito Federal, Brazil change
Wed 17 Jul
Displayed time zone: Brasilia, Distrito Federal, Brazil change
16:00 - 18:00 | Program Repair and SynthesisDemonstrations / Research Papers / Ideas, Visions and Reflections at Mandacaru Chair(s): Fernanda Madeiral Vrije Universiteit Amsterdam | ||
16:00 18mTalk | A Deep Dive into Large Language Models for Automated Bug Localization and Repair Research Papers Soneya Binta Hossain University of Virginia, Nan Jiang Purdue University, Qiang Zhou Amazon Web Services, Xiaopeng LI Amazon Web Services, Wen-Hao Chiang Amazon Web Services, Yingjun Lyu Amazon Web Services, Hoan Nguyen Amazon Web Services, Omer Tripp Amazon Web Services DOI | ||
16:18 18mTalk | CORE: Resolving Code Quality Issues Using LLMs Research Papers Nalin Wadhwa Microsoft Research, India, Jui Pradhan Microsoft Research, India, Atharv Sonwane Microsoft Research, India, Surya Prakash Sahu Microsoft Research, India, Nagarajan Natarajan Microsoft Research India, Aditya Kanade Microsoft Research, India, Suresh Parthasarathy Microsoft Research, India, Sriram Rajamani Microsoft Research Indua | ||
16:36 18mTalk | Towards Effective Multi-Hunk Bug Repair: Detecting, Creating, Evaluating, and Understanding Indivisible Bugs Research Papers Qi Xin Wuhan University, Haojun Wu Wuhan University, Jinran Tang Wuhan University, Xinyu Liu Wuhan University, Steven P. Reiss Brown University, Jifeng Xuan Wuhan University | ||
16:54 18mTalk | ProveNFix: Temporal Property guided Program Repair Research Papers Yahui Song National University of Singapore, Xiang Gao Beihang University, Wenhua Li National University of Singapore, Wei-Ngan Chin National University of Singapore, Abhik Roychoudhury National University of Singapore DOI Pre-print | ||
17:12 18mTalk | Towards AI-Assisted Synthesis of Verified Dafny Methods Research Papers Md Rakib Hossain Misu University of California Irvine, Crista Lopes University of California Irvine, Iris Ma University of California Irvine, James Noble Independent. Wellington, NZ DOI Pre-print | ||
17:30 9mTalk | Execution-free program repair Ideas, Visions and Reflections Bertrand Meyer Constructor Institute Schaffhausen, Li Huang Constructor Institute Schaffhausen, Ilgiz Mustafin Constructor Institute, Manuel Oriol Constructor Institute Schaffhausen | ||
17:39 9mTalk | ConDefects: A Complementary Dataset to Address the Data Leakage Concern for LLM-based Fault Localization and Program Repair Demonstrations Yonghao Wu Beijing University of Chemical Technology, Zheng Li Beijing University of Chemical Technology, Jie M. Zhang King's College London, Yong Liu Beijing University of Chemical Technology | ||
17:48 9mTalk | ASAC: A Benchmark for Algorithm Synthesis Demonstrations Zhao Zhang Peking University, Yican Sun Peking University, Ruyi Ji Peking University, Siyuan Li Peking University, Xuanyu Peng University of California, San Diego, Zhechong Huang Peking University, Sizhe Li Peking University, Tianran Zhu Peking University, Yingfei Xiong Peking University Pre-print Media Attached | ||