Efficient Agentic Reasoning Through Self-Regulated Simulative Planning Paper • 2605.22138 • Published May 21 • 11
Stabilizing Reinforcement Learning with LLMs: Formulation and Practices Paper • 2512.01374 • Published Dec 1, 2025 • 107
The Path Not Taken: RLVR Provably Learns Off the Principals Paper • 2511.08567 • Published Nov 11, 2025 • 37
Revisiting Reinforcement Learning for LLM Reasoning from A Cross-Domain Perspective Paper • 2506.14965 • Published Jun 17, 2025 • 50
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SoftQE: Learned Representations of Queries Expanded by LLMs Paper • 2402.12663 • Published Feb 20, 2024