Collection by
Aug 9
Aug 9Collections
Discover the best community collections!
Collections including paper arxiv:2503.23077
Collection by
Nov 1
Nov 1-
SeerAttention-R: Sparse Attention Adaptation for Long Reasoning
Paper • 2506.08889 • Published • 23 -
MiniCPM4: Ultra-Efficient LLMs on End Devices
Paper • 2506.07900 • Published • 92 -
Reinforcement Pre-Training
Paper • 2506.08007 • Published • 263 -
OpenThoughts: Data Recipes for Reasoning Models
Paper • 2506.04178 • Published • 48
Collection by
Apr 16
Apr 16-
Natural Language Reinforcement Learning
Paper • 2411.14251 • Published • 31 -
Towards General-Purpose Model-Free Reinforcement Learning
Paper • 2501.16142 • Published • 30 -
Reinforcement Learning for Reasoning in Small LLMs: What Works and What Doesn't
Paper • 2503.16219 • Published • 52 -
Teaching Large Language Models to Reason with Reinforcement Learning
Paper • 2403.04642 • Published • 50
Collection by
May 20
May 20-
Evolving Deeper LLM Thinking
Paper • 2501.09891 • Published • 115 -
Reasoning Language Models: A Blueprint
Paper • 2501.11223 • Published • 33 -
Multiple Choice Questions: Reasoning Makes Large Language Models (LLMs) More Self-Confident Even When They Are Wrong
Paper • 2501.09775 • Published • 33 -
Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models
Paper • 2501.09686 • Published • 41
Collection by
Jul 8
Jul 8-
Efficiently Serving LLM Reasoning Programs with Certaindex
Paper • 2412.20993 • Published • 37 -
Efficient Inference for Large Reasoning Models: A Survey
Paper • 2503.23077 • Published • 46 -
Accelerate Parallelizable Reasoning via Parallel Decoding within One Sequence
Paper • 2503.20533 • Published • 12
Collection by
Jul 29
Jul 29-
Inference-Time Computations for LLM Reasoning and Planning: A Benchmark and Insights
Paper • 2502.12521 • Published -
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching
Paper • 2503.05179 • Published • 46 -
Chain of Draft: Thinking Faster by Writing Less
Paper • 2502.18600 • Published • 50 -
SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs
Paper • 2502.12134 • Published • 2
Collection by
Apr 1
Apr 1Collection by
5 days ago
5 days ago-
RL + Transformer = A General-Purpose Problem Solver
Paper • 2501.14176 • Published • 28 -
Towards General-Purpose Model-Free Reinforcement Learning
Paper • 2501.16142 • Published • 30 -
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training
Paper • 2501.17161 • Published • 123 -
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization
Paper • 2412.12098 • Published • 4
Collection by
19 days ago
19 days ago-
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search
Paper • 2412.18319 • Published • 39 -
Token-Budget-Aware LLM Reasoning
Paper • 2412.18547 • Published • 46 -
Efficiently Serving LLM Reasoning Programs with Certaindex
Paper • 2412.20993 • Published • 37 -
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners
Paper • 2412.17256 • Published • 47
Collection by
Sep 26
Sep 26-
The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits
Paper • 2402.17764 • Published • 628 -
BitNet: Scaling 1-bit Transformers for Large Language Models
Paper • 2310.11453 • Published • 105 -
Mixture-of-Depths: Dynamically allocating compute in transformer-based language models
Paper • 2404.02258 • Published • 107 -
TransformerFAM: Feedback attention is working memory
Paper • 2404.09173 • Published • 43
Collection by
Aug 9
Aug 9Collection by
Jul 29
Jul 29-
Inference-Time Computations for LLM Reasoning and Planning: A Benchmark and Insights
Paper • 2502.12521 • Published -
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching
Paper • 2503.05179 • Published • 46 -
Chain of Draft: Thinking Faster by Writing Less
Paper • 2502.18600 • Published • 50 -
SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs
Paper • 2502.12134 • Published • 2
Collection by
Nov 1
Nov 1-
SeerAttention-R: Sparse Attention Adaptation for Long Reasoning
Paper • 2506.08889 • Published • 23 -
MiniCPM4: Ultra-Efficient LLMs on End Devices
Paper • 2506.07900 • Published • 92 -
Reinforcement Pre-Training
Paper • 2506.08007 • Published • 263 -
OpenThoughts: Data Recipes for Reasoning Models
Paper • 2506.04178 • Published • 48
Collection by
Apr 1
Apr 1Collection by
Apr 16
Apr 16-
Natural Language Reinforcement Learning
Paper • 2411.14251 • Published • 31 -
Towards General-Purpose Model-Free Reinforcement Learning
Paper • 2501.16142 • Published • 30 -
Reinforcement Learning for Reasoning in Small LLMs: What Works and What Doesn't
Paper • 2503.16219 • Published • 52 -
Teaching Large Language Models to Reason with Reinforcement Learning
Paper • 2403.04642 • Published • 50
Collection by
5 days ago
5 days ago-
RL + Transformer = A General-Purpose Problem Solver
Paper • 2501.14176 • Published • 28 -
Towards General-Purpose Model-Free Reinforcement Learning
Paper • 2501.16142 • Published • 30 -
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training
Paper • 2501.17161 • Published • 123 -
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization
Paper • 2412.12098 • Published • 4
Collection by
May 20
May 20-
Evolving Deeper LLM Thinking
Paper • 2501.09891 • Published • 115 -
Reasoning Language Models: A Blueprint
Paper • 2501.11223 • Published • 33 -
Multiple Choice Questions: Reasoning Makes Large Language Models (LLMs) More Self-Confident Even When They Are Wrong
Paper • 2501.09775 • Published • 33 -
Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models
Paper • 2501.09686 • Published • 41
Collection by
19 days ago
19 days ago-
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search
Paper • 2412.18319 • Published • 39 -
Token-Budget-Aware LLM Reasoning
Paper • 2412.18547 • Published • 46 -
Efficiently Serving LLM Reasoning Programs with Certaindex
Paper • 2412.20993 • Published • 37 -
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners
Paper • 2412.17256 • Published • 47
Collection by
Jul 8
Jul 8-
Efficiently Serving LLM Reasoning Programs with Certaindex
Paper • 2412.20993 • Published • 37 -
Efficient Inference for Large Reasoning Models: A Survey
Paper • 2503.23077 • Published • 46 -
Accelerate Parallelizable Reasoning via Parallel Decoding within One Sequence
Paper • 2503.20533 • Published • 12
Collection by
Sep 26
Sep 26-
The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits
Paper • 2402.17764 • Published • 628 -
BitNet: Scaling 1-bit Transformers for Large Language Models
Paper • 2310.11453 • Published • 105 -
Mixture-of-Depths: Dynamically allocating compute in transformer-based language models
Paper • 2404.02258 • Published • 107 -
TransformerFAM: Feedback attention is working memory
Paper • 2404.09173 • Published • 43