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upvoted 2 papers 3 months ago

MiniMax Sparse Attention

Paper • 2606.13392 • Published Jun 11 • 169

Prompt-Level Distillation: A Non-Parametric Alternative to Model Fine-Tuning for Efficient Reasoning

Paper • 2602.21103 • Published Jun 2 • 9

upvoted a paper 4 months ago

NITP: Next Implicit Token Prediction for LLM Pre-training

Paper • 2605.24956 • Published May 24 • 33

upvoted a changelog 4 months ago

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Hugging Face Changelog

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May 28

• 187

upvoted 3 papers 5 months ago

Can Muon Fine-tune Adam-Pretrained Models?

Paper • 2605.10468 • Published May 11 • 6

Rethinking State Tracking in Recurrent Models Through Error Control Dynamics

Paper • 2605.07755 • Published May 8 • 22

Efficient Pre-Training with Token Superposition

Paper • 2605.06546 • Published May 7 • 47

upvoted 13 papers 7 months ago

Efficient Exploration at Scale

Paper • 2603.17378 • Published Mar 18 • 15

V_{0.5}: Generalist Value Model as a Prior for Sparse RL Rollouts

Paper • 2603.10848 • Published Mar 11 • 17

Flash-KMeans: Fast and Memory-Efficient Exact K-Means

Paper • 2603.09229 • Published Mar 10 • 85

On the Generalization of SFT: A Reinforcement Learning Perspective with Reward Rectification

Paper • 2508.05629 • Published Aug 7, 2025 • 191

Attention Residuals

Paper • 2603.15031 • Published Mar 16 • 198

ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates

Paper • 2502.06772 • Published Feb 10, 2025 • 22

RAT: Bridging RNN Efficiency and Attention Accuracy in Language Modeling

Paper • 2507.04416 • Published Jul 6, 2025 • 1

RAT+: Train Dense, Infer Sparse -- Recurrence Augmented Attention for Dilated Inference

Paper • 2602.18196 • Published Feb 20 • 1

How Far Can Unsupervised RLVR Scale LLM Training?

Paper • 2603.08660 • Published Mar 9 • 59

Lost in Backpropagation: The LM Head is a Gradient Bottleneck

Paper • 2603.10145 • Published Mar 10 • 14

Online Vector Quantized Attention

Paper • 2602.03922 • Published Feb 3 • 1

Softmax Linear Attention: Reclaiming Global Competition

Paper • 2602.01744 • Published Feb 2 • 1

Test-Time Training with KV Binding Is Secretly Linear Attention

Paper • 2602.21204 • Published Feb 24 • 32