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parallel exploration

4 papers

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Co-occurring keywords · papers mentioning both

reinforcement learning (2) near-minimax optimal (1) hierarchical reward (1) knowledge flow (1) neighborhood sampling (1) multi-agent system (1) reward-free reinforcement learning (1) large language model (1) hierarchical task decomposition (1) parallel neighborhood exploration (1)

Papers

DPEPO: Diverse Parallel Exploration Policy Optimization for LLM-based Agents ACL 2026 FlowSearch: Advancing Deep Research with Dynamic Structured Knowledge Flow ACL 2026 One Policy is Enough: Parallel Exploration with a Single Policy is Near-Optimal for Reward-Free Reinforcement Learning AISTATS 2023 Revisiting Sampling for Combinatorial Optimization ICML 2023