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cs.MA2026
One Run Is Not an Idea: The Implementation Lottery in Automated Research
Jingjie Ning, Shanshan Zhong, Xiaochuan Li +2
Automated research systems use experimental scores both to deliver artifacts and to decide which ideas to retain, transfer, and pursue. Yet one run scores one implementation of an…
cs.MA2026
AgentWebBench: Benchmarking Multi-Agent Coordination in Agentic Web
Shanshan Zhong, Kate Shen, Chenyan Xiong
Agentic Web is an emerging paradigm where autonomous agents help users use online information. As the paradigm develops, content providers are also deploying agents to manage their…