ASPO: Asymmetric Importance Sampling Policy Optimization Paper • 2510.06062 • Published Oct 7, 2025 • 13
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search Paper • 2509.25454 • Published Sep 29, 2025 • 140
Attention as a Compass: Efficient Exploration for Process-Supervised RL in Reasoning Models Paper • 2509.26628 • Published Sep 30, 2025 • 16
SONAR-LLM: Autoregressive Transformer that Thinks in Sentence Embeddings and Speaks in Tokens Paper • 2508.05305 • Published Aug 7, 2025 • 46
Stabilizing Knowledge, Promoting Reasoning: Dual-Token Constraints for RLVR Paper • 2507.15778 • Published Jul 21, 2025 • 20