ICSE 2026 (series) / FORGE 2026 (series) / Research Papers /
Backporting in Robot Operating System: Identifying Commit Purpose and Propagation Need with Large Language Models
Sun 12 Apr 2026 11:00 - 11:12 at Oceania I - Session I - Testing, Quality, and Refactoring Chair(s): Rosalia Tufano
Sun 12 AprDisplayed time zone: Brasilia, Distrito Federal, Brazil change
Sun 12 Apr
Displayed time zone: Brasilia, Distrito Federal, Brazil change
11:00 - 12:30 | Session I - Testing, Quality, and RefactoringResearch Papers / Data and Benchmarking at Oceania I Chair(s): Rosalia Tufano Università della Svizzera Italiana | ||
11:00 12mTalk | Backporting in Robot Operating System: Identifying Commit Purpose and Propagation Need with Large Language Models Research Papers Pankaj Manoharlal Thakur North Carolina State University, Kyle Thomson North Carolina State University, Wesley K.G. Assunção North Carolina State University, Bowen Xu North Carolina State University | ||
11:12 6mTalk | PatchGPT: Multi-Agent Patch Backporting without Model Fine-Tuning Research Papers Ye Liu Singapore Management University, Ruidong Han Singapore Management University, Chengyan Ma Singapore Management University, Yuqing Niu , David Lo Singapore Management University, Ye Liu Nanyang Technological University | ||
11:18 12mTalk | From Human to Machine Refactoring: Assessing GPT-4’s Impact on Python Class Quality and Readability Research Papers Alessandro Midolo University of Catania, Emiliano Tramontana University of Catania, Massimiliano Di Penta University of Sannio, Italy Pre-print | ||
11:30 12mTalk | XMENTOR: A Rank-Aware Aggregation Approach for Human-Centered Explainable AI in Just-in-Time Software Defect Prediction Research Papers Saumendu Roy University of Saskatchewan, Banani Roy University of Saskatchewan, Chanchal K. Roy University of Saskatchewan, Richard Bassey University of Saskatchewan | ||
11:42 12mTalk | Exploring the Potential of Large Language Models in Simulink-Stateflow Mutant Generation Research Papers Pablo Valle Mondragon University, Shaukat Ali Simula Research Laboratory and Oslo Metropolitan University, Aitor Arrieta Mondragon University Pre-print | ||
11:54 6mTalk | Tricky²: Towards a Benchmark for Evaluating Human and LLM Error Interactions Data and Benchmarking Cole Granger William & Mary, Dipin Khati William & Mary, Daniel Rodriguez-Cardenas William & Mary, Denys Poshyvanyk William & Mary | ||
12:00 12mTalk | Reasoning about Multi-hop Fault Propagation with LLM Agents for Root Cause Analysis in Cloud-based Systems Research Papers Evelien Riddell University of Waterloo, James Riddell University of Waterloo, Gengyi Sun University of Waterloo, Michal Antkiewicz University of Waterloo, Canada, Krzysztof Czarnecki University of Waterloo, Canada, Evelien Riddell University of Waterloo Pre-print | ||
12:12 12mTalk | Execution-free Agentic Program Repair for Enterprise-Scale Development Research Papers Saurabh Bodhe Advanced Micro Devices (AMD), Sanjukta De Advanced Micro Devices, Subhayan Roy Advanced Micro Devices (AMD), Jaydip Pokiya Advanced Micro Devices (AMD), Indira Vats University of Toronto; Advanced Micro Devices (AMD), Sehajpreet Kaur Advanced Micro Devices (AMD), Monica Li Advanced Micro Devices (AMD), Lejin Varghese Advanced Micro Devices (AMD), Max Kiehn Advanced Micro Devices (AMD), Yonas Bedasso Advanced Micro Devices | ||