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Academic · 1 min

The Tool Illusion: Rethinking Tool Use in Web Agents

arXiv:2604.03465v1 Announce Type: new Abstract: As web agents rapidly evolve, an increasing body of work has moved beyond conventional atomic browser interactions and explored tool …

Renze Lou, Baolin Peng, Wenlin Yao, Qianhui Wu, Hao Cheng, Suman Nath, Wenpeng Yin, Jianfeng Gao
5 views
News · 1 min

SCOTUStoday for Monday, April 6

On this day in 1938, the Supreme Court heard argument in United States v. Carolene Products, on a law that prohibited interstate shipping of filled …

Kelsey Dallas and Nora Collins
22 views
Academic · 1 min

DRAFT: Task Decoupled Latent Reasoning for Agent Safety

arXiv:2604.03242v1 Announce Type: new Abstract: The advent of tool-using LLM agents shifts safety monitoring from output moderation to auditing long, noisy interaction trajectories, where risk-critical …

Lin Wang, Junfeng Fang, Dan Zhang, Fei Shen, Xiang Wang, Tat-Seng Chua
6 views
Academic · 1 min

Why Attend to Everything? Focus is the Key

arXiv:2604.03260v1 Announce Type: new Abstract: We introduce Focus, a method that learns which token pairs matter rather than approximating all of them. Learnable centroids assign …

Hengshuai Yao, Xing Chen, Ahmed Murtadha, Jin Li, Shuai Shao, Yasin Abbasi Yadkori, Guan Wang, Mingli Yuan, William Chen, Sen Song
5 views
Academic · 1 min

Neural Operators for Multi-Task Control and Adaptation

arXiv:2604.03449v1 Announce Type: new Abstract: Neural operator methods have emerged as powerful tools for learning mappings between infinite-dimensional function spaces, yet their potential in optimal …

David Sewell, Xingjian Li, Stepan Tretiakov, Krishna Kumar, David Fridovich-Keil
18 views