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Collections including paper arxiv:2604.03128

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 102
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

Openenv Environment study

Self-Distilled RLVR

Paper • 2604.03128 • Published Apr 3 • 145

InCoder-32B-Thinking: Industrial Code World Model for Thinking

Paper • 2604.03144 • Published Apr 3 • 142
Self-Distilled RLVR

Paper • 2604.03128 • Published Apr 3 • 145

ShotStream: Streaming Multi-Shot Video Generation for Interactive Storytelling

Paper • 2603.25746 • Published Mar 26 • 43
TAPS: Task Aware Proposal Distributions for Speculative Sampling

Paper • 2603.27027 • Published Mar 27 • 145
Out of Sight but Not Out of Mind: Hybrid Memory for Dynamic Video World Models

Paper • 2603.25716 • Published Mar 26 • 75
LongCat-Next: Lexicalizing Modalities as Discrete Tokens

Paper • 2603.27538 • Published Mar 29 • 148

Visual Representation Alignment for Multimodal Large Language Models

Paper • 2509.07979 • Published Sep 9, 2025 • 84
Experiential Reinforcement Learning

Paper • 2602.13949 • Published Feb 15 • 76
Self-Distilled RLVR

Paper • 2604.03128 • Published Apr 3 • 145
VLMs Need Words: Vision Language Models Ignore Visual Detail In Favor of Semantic Anchors

Paper • 2604.02486 • Published Apr 2 • 9

Self-Distilled RLVR

Paper • 2604.03128 • Published Apr 3 • 145

Self-Distilled RLVR

Paper • 2604.03128 • Published Apr 3 • 145
Token Warping Helps MLLMs Look from Nearby Viewpoints

Paper • 2604.02870 • Published Apr 3 • 32
A Simple Baseline for Streaming Video Understanding

Paper • 2604.02317 • Published Apr 2 • 71
Mean Mode Screaming: Mean--Variance Split Residuals for 1000-Layer Diffusion Transformers

Paper • 2605.06169 • Published May 7 • 56

Self-Distilled RLVR

Paper • 2604.03128 • Published Apr 3 • 145

Meta-Awareness Enhances Reasoning Models: Self-Alignment Reinforcement Learning

Paper • 2510.03259 • Published Sep 26, 2025 • 57
Hybrid Reinforcement: When Reward Is Sparse, It's Better to Be Dense

Paper • 2510.07242 • Published Oct 8, 2025 • 30
First Try Matters: Revisiting the Role of Reflection in Reasoning Models

Paper • 2510.08308 • Published Oct 9, 2025 • 24
Low-probability Tokens Sustain Exploration in Reinforcement Learning with Verifiable Reward

Paper • 2510.03222 • Published Oct 3, 2025 • 76

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 416 • 103
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 41
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 98
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 89

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 102
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

Self-Distilled RLVR

Paper • 2604.03128 • Published Apr 3 • 145

Openenv Environment study

Self-Distilled RLVR

Paper • 2604.03128 • Published Apr 3 • 145

Self-Distilled RLVR

Paper • 2604.03128 • Published Apr 3 • 145
Token Warping Helps MLLMs Look from Nearby Viewpoints

Paper • 2604.02870 • Published Apr 3 • 32
A Simple Baseline for Streaming Video Understanding

Paper • 2604.02317 • Published Apr 2 • 71
Mean Mode Screaming: Mean--Variance Split Residuals for 1000-Layer Diffusion Transformers

Paper • 2605.06169 • Published May 7 • 56

InCoder-32B-Thinking: Industrial Code World Model for Thinking

Paper • 2604.03144 • Published Apr 3 • 142
Self-Distilled RLVR

Paper • 2604.03128 • Published Apr 3 • 145

Self-Distilled RLVR

Paper • 2604.03128 • Published Apr 3 • 145

ShotStream: Streaming Multi-Shot Video Generation for Interactive Storytelling

Paper • 2603.25746 • Published Mar 26 • 43
TAPS: Task Aware Proposal Distributions for Speculative Sampling

Paper • 2603.27027 • Published Mar 27 • 145
Out of Sight but Not Out of Mind: Hybrid Memory for Dynamic Video World Models

Paper • 2603.25716 • Published Mar 26 • 75
LongCat-Next: Lexicalizing Modalities as Discrete Tokens

Paper • 2603.27538 • Published Mar 29 • 148

Meta-Awareness Enhances Reasoning Models: Self-Alignment Reinforcement Learning

Paper • 2510.03259 • Published Sep 26, 2025 • 57
Hybrid Reinforcement: When Reward Is Sparse, It's Better to Be Dense

Paper • 2510.07242 • Published Oct 8, 2025 • 30
First Try Matters: Revisiting the Role of Reflection in Reasoning Models

Paper • 2510.08308 • Published Oct 9, 2025 • 24
Low-probability Tokens Sustain Exploration in Reinforcement Learning with Verifiable Reward

Paper • 2510.03222 • Published Oct 3, 2025 • 76

Visual Representation Alignment for Multimodal Large Language Models

Paper • 2509.07979 • Published Sep 9, 2025 • 84
Experiential Reinforcement Learning

Paper • 2602.13949 • Published Feb 15 • 76
Self-Distilled RLVR

Paper • 2604.03128 • Published Apr 3 • 145
VLMs Need Words: Vision Language Models Ignore Visual Detail In Favor of Semantic Anchors

Paper • 2604.02486 • Published Apr 2 • 9

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 416 • 103
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 41
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 98
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 89

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