A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning Paper • 2510.15444 • Published Oct 17, 2025 • 147
PVPO: Pre-Estimated Value-Based Policy Optimization for Agentic Reasoning Paper • 2508.21104 • Published Aug 28, 2025 • 35
A.S.E: A Repository-Level Benchmark for Evaluating Security in AI-Generated Code Paper • 2508.18106 • Published Aug 25, 2025 • 347
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Paper • 2509.02547 • Published Sep 2, 2025 • 228
Drivel-ology: Challenging LLMs with Interpreting Nonsense with Depth Paper • 2509.03867 • Published Sep 4, 2025 • 210
Reverse-Engineered Reasoning for Open-Ended Generation Paper • 2509.06160 • Published Sep 7, 2025 • 150
Beyond Pass@1: Self-Play with Variational Problem Synthesis Sustains RLVR Paper • 2508.14029 • Published Aug 19, 2025 • 118
InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency Paper • 2508.18265 • Published Aug 25, 2025 • 211
Beyond Transcription: Mechanistic Interpretability in ASR Paper • 2508.15882 • Published Aug 21, 2025 • 86
Pref-GRPO: Pairwise Preference Reward-based GRPO for Stable Text-to-Image Reinforcement Learning Paper • 2508.20751 • Published Aug 28, 2025 • 89
On the Generalization of SFT: A Reinforcement Learning Perspective with Reward Rectification Paper • 2508.05629 • Published Aug 7, 2025 • 180
Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens Paper • 2508.01191 • Published Aug 2, 2025 • 238
Seed Diffusion: A Large-Scale Diffusion Language Model with High-Speed Inference Paper • 2508.02193 • Published Aug 4, 2025 • 133
Skywork UniPic: Unified Autoregressive Modeling for Visual Understanding and Generation Paper • 2508.03320 • Published Aug 5, 2025 • 62
Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training Paper • 2508.00414 • Published Aug 1, 2025 • 93