DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models Paper • 2512.02556 • Published Dec 2, 2025 • 244 • 6
The Denario project: Deep knowledge AI agents for scientific discovery Paper • 2510.26887 • Published Oct 30, 2025 • 7 • 2
INT v.s. FP: A Comprehensive Study of Fine-Grained Low-bit Quantization Formats Paper • 2510.25602 • Published Oct 29, 2025 • 77 • 6
Every Step Evolves: Scaling Reinforcement Learning for Trillion-Scale Thinking Model Paper • 2510.18855 • Published Oct 21, 2025 • 71 • 3
AgentFold: Long-Horizon Web Agents with Proactive Context Management Paper • 2510.24699 • Published Oct 28, 2025 • 69 • 4
Multi-Agent Evolve: LLM Self-Improve through Co-evolution Paper • 2510.23595 • Published Oct 27, 2025 • 11 • 2
Robust Layerwise Scaling Rules by Proper Weight Decay Tuning Paper • 2510.15262 • Published Oct 17, 2025 • 5 • 3
Build Your Personalized Research Group: A Multiagent Framework for Continual and Interactive Science Automation Paper • 2510.15624 • Published Oct 17, 2025 • 14 • 5
Foundation Models for Scientific Discovery: From Paradigm Enhancement to Paradigm Transition Paper • 2510.15280 • Published Oct 17, 2025 • 14 • 4
A$^2$FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning Paper • 2510.12838 • Published Oct 13, 2025 • 24 • 3
A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning Paper • 2510.15444 • Published Oct 17, 2025 • 147 • 7
Rethinking JEPA: Compute-Efficient Video SSL with Frozen Teachers Paper • 2509.24317 • Published Sep 29, 2025 • 10 • 2
Tree Search for LLM Agent Reinforcement Learning Paper • 2509.21240 • Published Sep 25, 2025 • 89 • 3
MMR1: Enhancing Multimodal Reasoning with Variance-Aware Sampling and Open Resources Paper • 2509.21268 • Published Sep 25, 2025 • 104 • 3
ARE: Scaling Up Agent Environments and Evaluations Paper • 2509.17158 • Published Sep 21, 2025 • 35 • 4
OnePiece: Bringing Context Engineering and Reasoning to Industrial Cascade Ranking System Paper • 2509.18091 • Published Sep 22, 2025 • 33 • 3