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cs.AI2026
DynaRev: Benchmarking Web Agents under Dynamic Goal Revision
Shiqi Zhang, Guochen Zhou, Zesheng Wei +2
Web agents are typically evaluated with goals fully specified before execution and fixed thereafter, whereas real users often revise their requirements during interaction. To study…
cs.AI2025
Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training
Tianqing Fang, Zhisong Zhang, Xiaoyang Wang +16
General AI Agents are increasingly recognized as foundational frameworks for the next generation of artificial intelligence, enabling complex reasoning, web interaction, coding, an…