RobotWorld: Benchmarking Multimodal Agents for Robot Use Across Diverse Tasks and Embodiments Paper • 2610.10409 • Published 10 days ago • 40
Gains and Collapse in On-Policy Distillation:A Reinforcement Learning Perspective Paper • 2610.03185 • Published 15 days ago • 32
Gains and Collapse in On-Policy Distillation:A Reinforcement Learning Perspective Paper • 2610.03185 • Published 15 days ago • 32
Deep Literature Survey Automation with an Iterative Workflow Paper • 2510.21900 • Published Oct 24, 2025
Explanation Graph Generation via Generative Pre-training over Synthetic Graphs Paper • 2306.00652 • Published Jun 1, 2023
FAAST: Forward-Only Associative Learning via Closed-Form Fast Weights for Test-Time Supervised Adaptation Paper • 2605.04651 • Published May 8 • 2
Rethinking Critic Learning in PPO: Understanding and Mitigating Value Flattening Paper • 2609.18708 • Published Sep 16 • 85
SimpleOPD: Simple Tokenizer-Agnostic On-Policy Distillation for Long-Context Reasoning Paper • 2608.14277 • Published Aug 14 • 36
Achieving Gold-Medal-Level Olympiad Reasoning via Simple and Unified Scaling Paper • 2605.13301 • Published May 13 • 166
Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents Paper • 2605.10832 • Published May 11 • 22
P1-VL: Bridging Visual Perception and Scientific Reasoning in Physics Olympiads Paper • 2602.09443 • Published Feb 10 • 59
DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning Paper • 2511.22570 • Published Nov 27, 2025 • 98