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Collections

Discover the best community collections!

Collections including paper arxiv:2601.08763

mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 335
Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process

Paper • 2512.23988 • Published Dec 30, 2025 • 19
SpaceTimePilot: Generative Rendering of Dynamic Scenes Across Space and Time

Paper • 2512.25075 • Published Dec 31, 2025 • 16
Guiding a Diffusion Transformer with the Internal Dynamics of Itself

Paper • 2512.24176 • Published Dec 30, 2025 • 8

Reinforcement Learning

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2, 2025 • 238
Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Paper • 2601.08763 • Published Jan 13 • 150
Transformers in Reinforcement Learning: A Survey

Paper • 2307.05979 • Published Jul 12, 2023 • 1
Comparing DPO with IPO and KTO

Collection

A collection of chat models to explore the differences between three alignment techniques: DPO, IPO, and KTO. • 56 items • Updated Jan 8, 2025 • 32

Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Paper • 2601.08763 • Published Jan 13 • 150
Self-Refining Video Sampling

Paper • 2601.18577 • Published Jan 26 • 25
ASI-Evolve: AI Accelerates AI

Paper • 2603.29640 • Published Mar 31 • 29

interestingreads

Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Paper • 2601.08763 • Published Jan 13 • 150

nvidia/NV-Embed-v2

Feature Extraction • 8B • Updated Jul 21, 2025 • 18.6k • 515
nvidia/llama-nemotron-embed-1b-v2

Feature Extraction • 1B • Updated May 20 • 618k • 61
nvidia/omni-embed-nemotron-3b

Sentence Similarity • 5B • Updated May 6 • 6.27k • 128
nvidia/llama-embed-nemotron-8b

Feature Extraction • 8B • Updated Apr 23 • 419k • 170

Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Paper • 2508.03680 • Published Aug 5, 2025 • 142
Efficient Agents: Building Effective Agents While Reducing Cost

Paper • 2508.02694 • Published Jul 24, 2025 • 86
Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Paper • 2601.08763 • Published Jan 13 • 150

LLMs, RL, and more

Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Paper • 2601.08763 • Published Jan 13 • 150
Collaborative Multi-Agent Test-Time Reinforcement Learning for Reasoning

Paper • 2601.09667 • Published Jan 14 • 91

Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Paper • 2601.08763 • Published Jan 13 • 150

REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 103
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

Paper • 2505.24864 • Published May 30, 2025 • 146
Reinforcement Learning in Vision: A Survey

Paper • 2508.08189 • Published Aug 11, 2025 • 30
AVATAR: Reinforcement Learning to See, Hear, and Reason Over Video

Paper • 2508.03100 • Published Aug 5, 2025

GARDO: Reinforcing Diffusion Models without Reward Hacking

Paper • 2512.24138 • Published Dec 30, 2025 • 30
DiffThinker: Towards Generative Multimodal Reasoning with Diffusion Models

Paper • 2512.24165 • Published Dec 30, 2025 • 53
Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space

Paper • 2512.24617 • Published Dec 31, 2025 • 67
Coupling Experts and Routers in Mixture-of-Experts via an Auxiliary Loss

Paper • 2512.23447 • Published Dec 29, 2025 • 100

mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 335
Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process

Paper • 2512.23988 • Published Dec 30, 2025 • 19
SpaceTimePilot: Generative Rendering of Dynamic Scenes Across Space and Time

Paper • 2512.25075 • Published Dec 31, 2025 • 16
Guiding a Diffusion Transformer with the Internal Dynamics of Itself

Paper • 2512.24176 • Published Dec 30, 2025 • 8

Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Paper • 2508.03680 • Published Aug 5, 2025 • 142
Efficient Agents: Building Effective Agents While Reducing Cost

Paper • 2508.02694 • Published Jul 24, 2025 • 86
Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Paper • 2601.08763 • Published Jan 13 • 150

Reinforcement Learning

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2, 2025 • 238
Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Paper • 2601.08763 • Published Jan 13 • 150
Transformers in Reinforcement Learning: A Survey

Paper • 2307.05979 • Published Jul 12, 2023 • 1
Comparing DPO with IPO and KTO

Collection

A collection of chat models to explore the differences between three alignment techniques: DPO, IPO, and KTO. • 56 items • Updated Jan 8, 2025 • 32

LLMs, RL, and more

Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Paper • 2601.08763 • Published Jan 13 • 150
Collaborative Multi-Agent Test-Time Reinforcement Learning for Reasoning

Paper • 2601.09667 • Published Jan 14 • 91

Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Paper • 2601.08763 • Published Jan 13 • 150
Self-Refining Video Sampling

Paper • 2601.18577 • Published Jan 26 • 25
ASI-Evolve: AI Accelerates AI

Paper • 2603.29640 • Published Mar 31 • 29

Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Paper • 2601.08763 • Published Jan 13 • 150

interestingreads

Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Paper • 2601.08763 • Published Jan 13 • 150

REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 103
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

Paper • 2505.24864 • Published May 30, 2025 • 146
Reinforcement Learning in Vision: A Survey

Paper • 2508.08189 • Published Aug 11, 2025 • 30
AVATAR: Reinforcement Learning to See, Hear, and Reason Over Video

Paper • 2508.03100 • Published Aug 5, 2025

nvidia/NV-Embed-v2

Feature Extraction • 8B • Updated Jul 21, 2025 • 18.6k • 515
nvidia/llama-nemotron-embed-1b-v2

Feature Extraction • 1B • Updated May 20 • 618k • 61
nvidia/omni-embed-nemotron-3b

Sentence Similarity • 5B • Updated May 6 • 6.27k • 128
nvidia/llama-embed-nemotron-8b

Feature Extraction • 8B • Updated Apr 23 • 419k • 170

GARDO: Reinforcing Diffusion Models without Reward Hacking

Paper • 2512.24138 • Published Dec 30, 2025 • 30
DiffThinker: Towards Generative Multimodal Reasoning with Diffusion Models

Paper • 2512.24165 • Published Dec 30, 2025 • 53
Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space

Paper • 2512.24617 • Published Dec 31, 2025 • 67
Coupling Experts and Routers in Mixture-of-Experts via an Auxiliary Loss

Paper • 2512.23447 • Published Dec 29, 2025 • 100

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