most citedContextual Rollout Bandits for Reinforcement Learning with Verifiable Rewards

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cs.IR2026

RecRM-Bench: Benchmarking Multidimensional Reward Modeling for Agentic Recommender Systems

Wenwen Zeng, Jinhui Zhang, Hao Chen +10

The integration of Large Language Model (LLM) agents is transforming recommender systems from simple query-item matching towards deeply personalized and interactive recommendations…