{"total":14,"rows":[{"id":"2508.00222","title":"RL-PLUS: Countering Capability Boundary Collapse of LLMs in Reinforcement Learning with Hybrid-policy Optimization","created":"2025-07-31","cited_by_count":35,"area":"lr"},{"id":"2510.04454","title":"Mitigating Forgetting Between Supervised and Reinforcement Learning Yields Stronger Reasoners","created":"2025-10-06","cited_by_count":16,"area":"lr"},{"id":"2604.23747","title":"SFT-then-RL Outperforms Mixed-Policy Methods for LLM Reasoning","created":"2026-04-26","cited_by_count":9,"area":"lr"},{"id":"2508.07809","title":"EvoCoT: Overcoming the Exploration Bottleneck in Reinforcement Learning","created":"2025-08-11","cited_by_count":7,"area":"lr"},{"id":"2606.18089","title":"From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning","created":"2026-06-16","cited_by_count":5,"area":"lr"},{"id":"2601.17982","title":"SD-E$^2$: Semantic Exploration for Reasoning Under Token Budgets","created":"2026-01-25","cited_by_count":3,"area":"lr"},{"id":"2604.08926","title":"Bridging SFT and RL: Dynamic Policy Optimization for Robust Reasoning","created":"2026-04-10","cited_by_count":1,"area":"lr"},{"id":"2602.17686","title":"BRIDGE: Bridging Reasoning In Distillation Gap Elimination via Structure-Aware Masking","created":"2026-02-05","cited_by_count":0,"area":"lr"},{"id":"2604.17010","title":"Improving LLM Code Reasoning via Semantic Equivalence Self-Play with Formal Verification","created":"2026-04-18","cited_by_count":0,"area":"lr"},{"id":"2605.15012","title":"Boosting Reinforcement Learning with Verifiable Rewards via Randomly Selected Few-Shot Guidance","created":"2026-05-14","cited_by_count":0,"area":"lr"},{"id":"2606.23678","title":"AIR: Adaptive Interleaved Reasoning with Code in MLLMs","created":"2026-06-22","cited_by_count":0,"area":"lr"},{"id":"2609.33119","title":"MedRouter: Demystifying Knowledge Differences Across Medical LLMs for Routing-Based Reasoning","created":"2026-09-27","cited_by_count":0,"area":"lr"},{"id":"2610.11128","title":"Balancing Reference Guidance and Free Generation in Trajectory Rollouts for Reasoning RL","created":"2026-10-08","cited_by_count":0,"area":"lr"},{"id":"2610.11167","title":"PIVOT: Perplexity-Informed KD-to-RL Transition Scheduling for Vertical-Domain Few-Shot Distillation","created":"2026-10-08","cited_by_count":0,"area":"lr"}],"next_cursor":null}