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upvoted 3 papers 1 day ago

Self-Distilled RLVR

Paper • 2604.03128 • Published Apr 3 • 175

DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Paper • 2501.12948 • Published Jan 22, 2025 • 450

Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models

Paper • 2605.17672 • Published 4 days ago • 19

upvoted 3 papers 2 days ago

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 155

Sleep-time Compute: Beyond Inference Scaling at Test-time

Paper • 2504.13171 • Published Apr 17, 2025 • 16

R-Zero: Self-Evolving Reasoning LLM from Zero Data

Paper • 2508.05004 • Published Aug 7, 2025 • 132

upvoted 2 papers 3 days ago

Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe

Paper • 2604.13016 • Published Apr 14 • 105

On-Policy Distillation of Language Models: Learning from Self-Generated Mistakes

Paper • 2306.13649 • Published Jun 23, 2023 • 36

upvoted 2 papers about 1 month ago

Adam's Law: Textual Frequency Law on Large Language Models

Paper • 2604.02176 • Published Apr 2 • 503

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook

Paper • 2604.02029 • Published Apr 2 • 151

upvoted 7 papers about 2 months ago

SRMT: Shared Memory for Multi-agent Lifelong Pathfinding

Paper • 2501.13200 • Published Jan 22, 2025 • 70

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems

Paper • 2602.15382 • Published Feb 17 • 5

Heterogeneous Agent Collaborative Reinforcement Learning

Paper • 2603.02604 • Published Mar 3 • 195

Agent Primitives: Reusable Latent Building Blocks for Multi-Agent Systems

Paper • 2602.03695 • Published Feb 3 • 3

Weak-Driven Learning: How Weak Agents make Strong Agents Stronger

Paper • 2602.08222 • Published Feb 9 • 290

Collaborative Multi-Agent Test-Time Reinforcement Learning for Reasoning

Paper • 2601.09667 • Published Jan 14 • 92

Latent Collaboration in Multi-Agent Systems

Paper • 2511.20639 • Published Nov 25, 2025 • 128