4 papers
ADK Arena: Evaluating Agent Development Kits via LLM-as-a-Developer
Jintao Huang, Xiaomin Li, Gaurav Mittal +1
The rapid proliferation of Agent Development Kits (ADKs), SDK-level frameworks for building LLM-powered autonomous agents, has outpaced any empirical understanding of how framework…
AgentLens: Revealing The Lucky Pass Problem in SWE-Agent Evaluation
Priyam Sahoo, Gaurav Mittal, Xiaomin Li +4
Evaluation of software engineering (SWE) agents is dominated by a binary signal: whether the final patch passes the tests. This outcome-only view treats a principled solution and a…
Learning Correct Behavior from Examples: Validating Sequential Execution in Autonomous Agents
Reshabh K Sharma, Gaurav Mittal, Yu Hu
As autonomous agents become increasingly sophisticated, validating their sequential behavior presents a significant challenge. Traditional testing approaches require manual specifi…
Chaff Bugs: Deterring Attackers by Making Software Buggier
Zhenghao Hu, Yu Hu, Brendan Dolan-Gavitt
Sophisticated attackers find bugs in software, evaluate their exploitability, and then create and launch exploits for bugs found to be exploitable. Most efforts to secure software…