Selecting Diverse SFT Traces Improves Post-RL Generalization Paper • 2609.33780 • Published 4 days ago • 32
Dream-RSI: Recursive Self-Improvement through Evolving Worlds Paper • 2609.14858 • Published 17 days ago • 250
Unlocking Lossless Speedups in LLMs via Discrete Diffusion Paper • 2609.04010 • Published 28 days ago • 114
You Only Need Minimal RLVR Training: Extrapolating LLMs via Rank-1 Trajectories Paper • 2605.21468 • Published May 20 • 51
RubricEM: Meta-RL with Rubric-guided Policy Decomposition beyond Verifiable Rewards Paper • 2605.10899 • Published May 11 • 78
Weak-Driven Learning: How Weak Agents make Strong Agents Stronger Paper • 2602.08222 • Published Feb 9 • 183
Generalizing Test-time Compute-optimal Scaling as an Optimizable Graph Paper • 2511.00086 • Published Oct 29, 2025 • 42
TaTToo: Tool-Grounded Thinking PRM for Test-Time Scaling in Tabular Reasoning Paper • 2510.06217 • Published Oct 7, 2025 • 67
TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning Paper • 2509.25760 • Published Sep 30, 2025 • 56
MIRIX: Multi-Agent Memory System for LLM-Based Agents Paper • 2507.07957 • Published Jul 10, 2025 • 80
Saffron-1: Towards an Inference Scaling Paradigm for LLM Safety Assurance Paper • 2506.06444 • Published Jun 6, 2025 • 73
WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning Paper • 2505.16421 • Published May 22, 2025 • 19