Can LLMs Guide Their Own Exploration? Gradient-Guided Reinforcement Learning for LLM Reasoning Paper • 2512.15687 • Published Dec 17, 2025 • 22
VOGUE: Guiding Exploration with Visual Uncertainty Improves Multimodal Reasoning Paper • 2510.01444 • Published Oct 1, 2025 • 20
CLUE: Non-parametric Verification from Experience via Hidden-State Clustering Paper • 2510.01591 • Published Oct 2, 2025 • 28
Evolving Language Models without Labels: Majority Drives Selection, Novelty Promotes Variation Paper • 2509.15194 • Published Sep 18, 2025 • 33
Towards Solving More Challenging IMO Problems via Decoupled Reasoning and Proving Paper • 2507.06804 • Published Jul 7, 2025 • 16
