FrontierChallenge: Evaluating Scientific Workflow Completion Paper • 2608.24979 • Published Aug 25 • 152
Apodex 1.1: Scaling Agentic Intelligence for Complex Work Paper • 2608.23283 • Published Aug 24 • 211
Apodex 1.1: Scaling Agentic Intelligence for Complex Work Paper • 2608.23283 • Published Aug 24 • 211
DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Paper • 2607.07820 • Published Jul 8 • 95
MM-Zero: Self-Evolving Multi-Model Vision Language Models From Zero Data Paper • 2603.09206 • Published Mar 10 • 55
Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders Paper • 2603.06569 • Published Mar 6 • 120
Group Distributionally Robust Optimization-Driven Reinforcement Learning for LLM Reasoning Paper • 2601.19280 • Published Jan 27 • 9
Group Distributionally Robust Optimization-Driven Reinforcement Learning for LLM Reasoning Paper • 2601.19280 • Published Jan 27 • 9
Inference-Time Scaling of Verification: Self-Evolving Deep Research Agents via Test-Time Rubric-Guided Verification Paper • 2601.15808 • Published Jan 22 • 20
Can LLMs Guide Their Own Exploration? Gradient-Guided Reinforcement Learning for LLM Reasoning Paper • 2512.15687 • Published Dec 17, 2025 • 22
Can LLMs Guide Their Own Exploration? Gradient-Guided Reinforcement Learning for LLM Reasoning Paper • 2512.15687 • Published Dec 17, 2025 • 22
SPICE: Self-Play In Corpus Environments Improves Reasoning Paper • 2510.24684 • Published Oct 28, 2025 • 18
The Art of Scaling Reinforcement Learning Compute for LLMs Paper • 2510.13786 • Published Oct 15, 2025 • 34
The Role of Computing Resources in Publishing Foundation Model Research Paper • 2510.13621 • Published Oct 15, 2025 • 17
Building a Foundational Guardrail for General Agentic Systems via Synthetic Data Paper • 2510.09781 • Published Oct 10, 2025 • 27
CLUE: Non-parametric Verification from Experience via Hidden-State Clustering Paper • 2510.01591 • Published Oct 2, 2025 • 28
CLUE: Non-parametric Verification from Experience via Hidden-State Clustering Paper • 2510.01591 • Published Oct 2, 2025 • 28