most citedNextQuill: Causal Preference Modeling for Enhancing LLM Personalization

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cs.LG2026

Dynamic Skill Lifecycle Management for Agentic Reinforcement Learning

Junhao Shen, Teng Zhang, Xiaoyan Zhao +1

Large language model agents increasingly rely on external skills to solve complex tasks, where skills act as modular units that extend their capabilities beyond what parametric mem…

cs.LG2025

CARL: Criticality-Aware Agentic Reinforcement Learning

Leyang Shen, Yang Zhang, Chun Kai Ling +2

Agents capable of accomplishing complex tasks through multiple interactions with the environment have emerged as a popular research direction. However, in such multi-step settings,…