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cs.AI2026
AppWorld-UL: Benchmarking Diverse Agent-User Interactions for Tool-Use
Junzhi Chen, Harsh Trivedi, Jane Pan +4
Tool-use agents that address day-to-day digital tasks such as ordering groceries must not only operate applications, but also interact with the user, e.g., to ask clarification que…
cs.SE2026
Is Agent Code Less Maintainable Than Human Code?
Shaswat Patel, Betty Li Hou, Arun Purohit +4
Maintainability is a core dimension of software engineering, shaping how code is written, reviewed, and developed over time. While coding agents have demonstrated strong performanc…
cs.LG2026
Neural Neural Scaling Laws
Michael Y. Hu, Jane Pan, Ayush Rajesh Jhaveri +2
Neural scaling laws predict how language model performance improves with increased training inputs. While aggregate metrics like validation loss can follow smooth power-law curves,…