Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space Paper • 2512.24617 • Published 2 days ago • 21
ReMax: A Simple, Effective, and Efficient Reinforcement Learning Method for Aligning Large Language Models Paper • 2310.10505 • Published Oct 16, 2023 • 3
Beyond Token-level Supervision: Unlocking the Potential of Decoding-based Regression via Reinforcement Learning Paper • 2512.06533 • Published 27 days ago • 6
How Far Are We from Genuinely Useful Deep Research Agents? Paper • 2512.01948 • Published Dec 1, 2025 • 54
From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence Paper • 2511.18538 • Published Nov 23, 2025 • 279
DRIVE: Data Curation Best Practices for Reinforcement Learning with Verifiable Reward in Competitive Code Generation Paper • 2511.06307 • Published Nov 9, 2025 • 51
ReMax: A Simple, Effective, and Efficient Reinforcement Learning Method for Aligning Large Language Models Paper • 2310.10505 • Published Oct 16, 2023 • 3
Spectral Policy Optimization: Coloring your Incorrect Reasoning in GRPO Paper • 2505.11595 • Published May 16, 2025 • 1
A Survey on Large Language Models for Mathematical Reasoning Paper • 2506.08446 • Published Jun 10, 2025
TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling Paper • 2508.17445 • Published Aug 24, 2025 • 80
Bridging Formal Language with Chain-of-Thought Reasoning to Geometry Problem Solving Paper • 2508.09099 • Published Aug 12, 2025
Advancing Zero-shot Text-to-Speech Intelligibility across Diverse Domains via Preference Alignment Paper • 2505.04113 • Published May 7, 2025
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation Paper • 2509.25849 • Published Sep 30, 2025 • 47
Scaling Latent Reasoning via Looped Language Models Paper • 2510.25741 • Published Oct 29, 2025 • 221
Scaling Latent Reasoning via Looped Language Models Paper • 2510.25741 • Published Oct 29, 2025 • 221
UI-Ins: Enhancing GUI Grounding with Multi-Perspective Instruction-as-Reasoning Paper • 2510.20286 • Published Oct 23, 2025 • 23