Collection by 
Dec 5, 2025
Collections
Discover the best community collections!
Collections including paper arxiv:2512.03442
Collection by 
Dec 31, 2025
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PretrainZero: Reinforcement Active Pretraining
Paper • 2512.03442 • Published • 49 -
UniQL: Unified Quantization and Low-rank Compression for Adaptive Edge LLMs
Paper • 2512.03383 • Published • 5 -
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration
Paper • 2511.21689 • Published • 126 -
Nemotron-Flash: Towards Latency-Optimal Hybrid Small Language Models
Paper • 2511.18890 • Published • 35
Collection by 
22 days ago
Collection by 
2 days ago
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lusxvr/nanoVLM-222M
Image-Text-to-Text • 0.2B • Updated • 208 • 99 -
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning
Paper • 2503.09516 • Published • 39 -
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time
Paper • 2505.24863 • Published • 97 -
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning
Paper • 2505.17667 • Published • 88
Collection by 
Dec 4, 2025
Collection by 
Jan 13
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Scaling Latent Reasoning via Looped Language Models
Paper • 2510.25741 • Published • 229 -
Every Token Counts: Generalizing 16M Ultra-Long Context in Large Language Models
Paper • 2511.23319 • Published • 24 -
Focused Chain-of-Thought: Efficient LLM Reasoning via Structured Input Information
Paper • 2511.22176 • Published • 5 -
FedRE: A Representation Entanglement Framework for Model-Heterogeneous Federated Learning
Paper • 2511.22265 • Published • 2
Collection by 
Mar 9
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Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning
Paper • 2506.01939 • Published • 190 -
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration
Paper • 2511.21689 • Published • 126 -
PretrainZero: Reinforcement Active Pretraining
Paper • 2512.03442 • Published • 49 -
DSGym: A Holistic Framework for Evaluating and Training Data Science Agents
Paper • 2601.16344 • Published • 12
Collection by 
1 day ago
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Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning
Paper • 2407.20798 • Published • 24 -
Offline Reinforcement Learning for LLM Multi-Step Reasoning
Paper • 2412.16145 • Published • 38 -
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models
Paper • 2501.03262 • Published • 104 -
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution
Paper • 2502.18449 • Published • 75
Collection by Dec 5, 2025
Collection by Dec 4, 2025
Collection by Dec 31, 2025
-
PretrainZero: Reinforcement Active Pretraining
Paper • 2512.03442 • Published • 49 -
UniQL: Unified Quantization and Low-rank Compression for Adaptive Edge LLMs
Paper • 2512.03383 • Published • 5 -
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration
Paper • 2511.21689 • Published • 126 -
Nemotron-Flash: Towards Latency-Optimal Hybrid Small Language Models
Paper • 2511.18890 • Published • 35
Collection by Jan 13
-
Scaling Latent Reasoning via Looped Language Models
Paper • 2510.25741 • Published • 229 -
Every Token Counts: Generalizing 16M Ultra-Long Context in Large Language Models
Paper • 2511.23319 • Published • 24 -
Focused Chain-of-Thought: Efficient LLM Reasoning via Structured Input Information
Paper • 2511.22176 • Published • 5 -
FedRE: A Representation Entanglement Framework for Model-Heterogeneous Federated Learning
Paper • 2511.22265 • Published • 2
Collection by 22 days ago
Collection by Mar 9
-
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning
Paper • 2506.01939 • Published • 190 -
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration
Paper • 2511.21689 • Published • 126 -
PretrainZero: Reinforcement Active Pretraining
Paper • 2512.03442 • Published • 49 -
DSGym: A Holistic Framework for Evaluating and Training Data Science Agents
Paper • 2601.16344 • Published • 12
Collection by 2 days ago
-
lusxvr/nanoVLM-222M
Image-Text-to-Text • 0.2B • Updated • 208 • 99 -
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning
Paper • 2503.09516 • Published • 39 -
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time
Paper • 2505.24863 • Published • 97 -
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning
Paper • 2505.17667 • Published • 88
Collection by 1 day ago
-
Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning
Paper • 2407.20798 • Published • 24 -
Offline Reinforcement Learning for LLM Multi-Step Reasoning
Paper • 2412.16145 • Published • 38 -
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models
Paper • 2501.03262 • Published • 104 -
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution
Paper • 2502.18449 • Published • 75