375 citations · 1.3k across the 18 of their papers we have counts for
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cs.SE2026
Do These Violent Delights Have Violent Ends? Measuring the Post-Merge Fate of Agentic Code
Chunqiu Steven Xia, Courtney Miller
Agentic coding tools are increasingly used to make autonomous repository-level changes to real-world projects. Prior work has largely evaluated these contributions at the pre-merge…
cs.AI2026
SwarmResearch: Orchestrating Coding Agents for Open-Ended Discovery
Yuvraj Virk, Zack Edds, Chunqiu Steven Xia +1
Long-running coding agents such as autoresearch can persistently discover optimizations for open-ended problems. However, they tend to converge onto a single high-level approach, t…
cs.CR2026
SEC-bench Pro: Can Language Models Solve Long-Horizon Software Security Tasks?
Hwiwon Lee, Jiawei Liu, Dongjun Kim +4
Finding a real vulnerability in complicated systems is a challenging, long-horizon task that demands reasoning across an entire codebase to produce a working proof-of-concept (PoC)…