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cs.LG2026
Web Agent Agentic Reinforcement Learning Decision Model Under Multi-Cost and Failure Risk
Qianli Ma, Limengxi Yue, Shuyang Xu +2
Intelligent agent interactions in real-world web environments are commonly constrained by request budgets, time delays, anti-crawling restrictions, and operational failure risks. S…
cs.LG2023
DavIR: Data Selection via Implicit Reward for Large Language Models
Haotian Zhou, Tingkai Liu, Qianli Ma +5
We introduce DavIR, a model-based data selection method for post-training Large Language Models. DavIR generalizes Reducible Holdout Loss to core-set selection problem of causal la…