Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling Paper • 2606.03102 • Published Jun 2 • 14
G-Zero: Self-Play for Open-Ended Generation from Zero Data Paper • 2605.09959 • Published May 11 • 17
LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling Paper • 2605.08083 • Published May 8 • 70
Rethinking the Reranker: Boundary-Aware Evidence Selection for Robust Retrieval-Augmented Generation Paper • 2602.03689 • Published Feb 3
Nonsense Helps: Prompt Space Perturbation Broadens Reasoning Exploration Paper • 2605.05566 • Published May 7 • 38
Nonsense Helps: Prompt Space Perturbation Broadens Reasoning Exploration Paper • 2605.05566 • Published May 7 • 38
MM-Zero: Self-Evolving Multi-Model Vision Language Models From Zero Data Paper • 2603.09206 • Published Mar 10 • 54
Training Data Efficiency in Multimodal Process Reward Models Paper • 2602.04145 • Published Feb 4 • 80
Parallel-Probe: Towards Efficient Parallel Thinking via 2D Probing Paper • 2602.03845 • Published Feb 3 • 27
Guided Self-Evolving LLMs with Minimal Human Supervision Paper • 2512.02472 • Published Dec 2, 2025 • 55
VisPlay: Self-Evolving Vision-Language Models from Images Paper • 2511.15661 • Published Nov 19, 2025 • 45