s3: You Don't Need That Much Data to Train a Search Agent via RL
Paper • 2505.14146 • Published • 20
RL and Agents
-
-
Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI
Paper • 2505.19443 • Published • 15 -
ARM: Adaptive Reasoning Model
Paper • 2505.20258 • Published • 45 -
Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles
Paper • 2505.19914 • Published • 46 -
The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models
Paper • 2505.22617 • Published • 132 -
Active-O3: Empowering Multimodal Large Language Models with Active Perception via GRPO
Paper • 2505.21457 • Published • 16 -
DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement Learning
Paper • 2505.23754 • Published • 15 -
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models
Paper • 2505.24864 • Published • 146 -
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning
Paper • 2506.01939 • Published • 190 -
Resa: Transparent Reasoning Models via SAEs
Paper • 2506.09967 • Published • 22 -
Reasoning with Exploration: An Entropy Perspective
Paper • 2506.14758 • Published • 30 -
MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention
Paper • 2506.13585 • Published • 274 -
Revisiting Reinforcement Learning for LLM Reasoning from A Cross-Domain Perspective
Paper • 2506.14965 • Published • 50 -
ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs
Paper • 2506.15211 • Published • 39 -
Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination
Paper • 2507.10532 • Published • 90 -
REST: Stress Testing Large Reasoning Models by Asking Multiple Problems at Once
Paper • 2507.10541 • Published • 30 -
Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
Paper • 2507.06261 • Published • 67 -
LLMalMorph: On The Feasibility of Generating Variant Malware using Large-Language-Models
Paper • 2507.09411 • Published • 4 -
The Imitation Game: Turing Machine Imitator is Length Generalizable Reasoner
Paper • 2507.13332 • Published • 49