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Collections including paper arxiv:2601.20802

Bootstrapping Exploration with Group-Level Natural Language Feedback in Reinforcement Learning

Paper • 2603.04597 • Published Mar 4 • 211
SII-Enigma/Llama3.2-8B-Ins-AMPO

Text Generation • 8B • Updated Mar 21 • 7
Understanding R1-Zero-Like Training: A Critical Perspective

Paper • 2503.20783 • Published Mar 26, 2025 • 61
Planner-R1: Reward Shaping Enables Efficient Agentic RL with Smaller LLMs

Paper • 2509.25779 • Published Sep 30, 2025 • 19

Reinforcement Learning via Self-Distillation

Paper • 2601.20802 • Published Jan 28 • 51

Self-Distillation

Reinforcement Learning via Self-Distillation

Paper • 2601.20802 • Published Jan 28 • 51
Self-Distillation Enables Continual Learning

Paper • 2601.19897 • Published Jan 27 • 41
Aligning Language Models from User Interactions

Paper • 2603.12273 • Published Feb 18

openai/gpt-oss-120b

Text Generation • 117B • Updated Aug 26, 2025 • 5.38M • • 5.14k
Emergent temporal abstractions in autoregressive models enable hierarchical reinforcement learning

Paper • 2512.20605 • Published Dec 23, 2025 • 62
Nested Browser-Use Learning for Agentic Information Seeking

Paper • 2512.23647 • Published Dec 29, 2025 • 19
TimeBill: Time-Budgeted Inference for Large Language Models

Paper • 2512.21859 • Published Dec 26, 2025 • 25

Depth Anything V2

Paper • 2406.09414 • Published Jun 13, 2024 • 105
An Image is Worth More Than 16x16 Patches: Exploring Transformers on Individual Pixels

Paper • 2406.09415 • Published Jun 13, 2024 • 52
Physics3D: Learning Physical Properties of 3D Gaussians via Video Diffusion

Paper • 2406.04338 • Published Jun 6, 2024 • 39
SAM 2: Segment Anything in Images and Videos

Paper • 2408.00714 • Published Aug 1, 2024 • 123

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Paper • 2602.12036 • Published Feb 12 • 95
Reinforcement Learning for Self-Improving Agent with Skill Library

Paper • 2512.17102 • Published Dec 18, 2025 • 42
Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation

Paper • 2512.23705 • Published Dec 29, 2025 • 45
Schoenfeld's Anatomy of Mathematical Reasoning by Language Models

Paper • 2512.19995 • Published Dec 23, 2025 • 16

Reinforcement Learning via Self-Distillation

Paper • 2601.20802 • Published Jan 28 • 51
Reinforced Attention Learning

Paper • 2602.04884 • Published Feb 4 • 30
Jackrong/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled

Image-Text-to-Text • 28B • Updated Jul 7 • 14.8k • • 2.94k
Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music

Paper • 2604.10905 • Published Apr 13 • 29

[papers] Distillation

Which Reasoning Trajectories Teach Students to Reason Better? A Simple Metric of Informative Alignment

Paper • 2601.14249 • Published Jan 20 • 14
Fiddler: CPU-GPU Orchestration for Fast Inference of Mixture-of-Experts Models

Paper • 2402.07033 • Published Feb 10, 2024 • 20
MeepleLM: A Virtual Playtester Simulating Diverse Subjective Experiences

Paper • 2601.07251 • Published Jan 12 • 11
GameTalk: Training LLMs for Strategic Conversation

Paper • 2601.16276 • Published Jan 22 • 14

UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models

Paper • 2410.14059 • Published Oct 17, 2024 • 63
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching

Paper • 2503.05179 • Published Mar 7, 2025 • 46
Token-Efficient Long Video Understanding for Multimodal LLMs

Paper • 2503.04130 • Published Mar 6, 2025 • 97
GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing

Paper • 2503.10639 • Published Mar 13, 2025 • 53

Bootstrapping Exploration with Group-Level Natural Language Feedback in Reinforcement Learning

Paper • 2603.04597 • Published Mar 4 • 211
SII-Enigma/Llama3.2-8B-Ins-AMPO

Text Generation • 8B • Updated Mar 21 • 7
Understanding R1-Zero-Like Training: A Critical Perspective

Paper • 2503.20783 • Published Mar 26, 2025 • 61
Planner-R1: Reward Shaping Enables Efficient Agentic RL with Smaller LLMs

Paper • 2509.25779 • Published Sep 30, 2025 • 19

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Paper • 2602.12036 • Published Feb 12 • 95
Reinforcement Learning for Self-Improving Agent with Skill Library

Paper • 2512.17102 • Published Dec 18, 2025 • 42
Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation

Paper • 2512.23705 • Published Dec 29, 2025 • 45
Schoenfeld's Anatomy of Mathematical Reasoning by Language Models

Paper • 2512.19995 • Published Dec 23, 2025 • 16

Reinforcement Learning via Self-Distillation

Paper • 2601.20802 • Published Jan 28 • 51

Reinforcement Learning via Self-Distillation

Paper • 2601.20802 • Published Jan 28 • 51
Reinforced Attention Learning

Paper • 2602.04884 • Published Feb 4 • 30
Jackrong/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled

Image-Text-to-Text • 28B • Updated Jul 7 • 14.8k • • 2.94k
Audio Flamingo Next: Next-Generation Open Audio-Language Models for Speech, Sound, and Music

Paper • 2604.10905 • Published Apr 13 • 29

Self-Distillation

Reinforcement Learning via Self-Distillation

Paper • 2601.20802 • Published Jan 28 • 51
Self-Distillation Enables Continual Learning

Paper • 2601.19897 • Published Jan 27 • 41
Aligning Language Models from User Interactions

Paper • 2603.12273 • Published Feb 18

[papers] Distillation

Which Reasoning Trajectories Teach Students to Reason Better? A Simple Metric of Informative Alignment

Paper • 2601.14249 • Published Jan 20 • 14
Fiddler: CPU-GPU Orchestration for Fast Inference of Mixture-of-Experts Models

Paper • 2402.07033 • Published Feb 10, 2024 • 20
MeepleLM: A Virtual Playtester Simulating Diverse Subjective Experiences

Paper • 2601.07251 • Published Jan 12 • 11
GameTalk: Training LLMs for Strategic Conversation

Paper • 2601.16276 • Published Jan 22 • 14

openai/gpt-oss-120b

Text Generation • 117B • Updated Aug 26, 2025 • 5.38M • • 5.14k
Emergent temporal abstractions in autoregressive models enable hierarchical reinforcement learning

Paper • 2512.20605 • Published Dec 23, 2025 • 62
Nested Browser-Use Learning for Agentic Information Seeking

Paper • 2512.23647 • Published Dec 29, 2025 • 19
TimeBill: Time-Budgeted Inference for Large Language Models

Paper • 2512.21859 • Published Dec 26, 2025 • 25

UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models

Paper • 2410.14059 • Published Oct 17, 2024 • 63
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching

Paper • 2503.05179 • Published Mar 7, 2025 • 46
Token-Efficient Long Video Understanding for Multimodal LLMs

Paper • 2503.04130 • Published Mar 6, 2025 • 97
GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing

Paper • 2503.10639 • Published Mar 13, 2025 • 53

Depth Anything V2

Paper • 2406.09414 • Published Jun 13, 2024 • 105
An Image is Worth More Than 16x16 Patches: Exploring Transformers on Individual Pixels

Paper • 2406.09415 • Published Jun 13, 2024 • 52
Physics3D: Learning Physical Properties of 3D Gaussians via Video Diffusion

Paper • 2406.04338 • Published Jun 6, 2024 • 39
SAM 2: Segment Anything in Images and Videos

Paper • 2408.00714 • Published Aug 1, 2024 • 123

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