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cs.SE2025
REFINE: Enhancing Program Repair Agents through Context-Aware Patch Refinement
Anvith Pabba, Simin Chen, Alex Mathai +2
Large Language Models (LLMs) have recently shown strong potential in automatic program repair (APR), especially in repository-level settings where the goal is to generate patches b…
cs.SE2025
SemAgent: A Semantics Aware Program Repair Agent
Anvith Pabba, Alex Mathai, Anindya Chakraborty +1
Large Language Models (LLMs) have shown impressive capabilities in downstream software engineering tasks such as Automated Program Repair (APR). In particular, there has been a lot…
cs.SE2025
kAgent: An execution-guided crash resolution agent for the Linux kernel
Alex Mathai, Chenxi Huang, Suwei Ma +7
Fuzzing frameworks like syzkaller have uncovered thousands of Linux kernel crashes, many of which are critical and security-sensitive. However, the ability to rapidly repair these…