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upvoted 3 papers 13 days ago

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 17 days ago • 30

upvoted 3 papers 16 days ago

On the "Induction Bias" in Sequence Models

Paper • 2602.18333 • Published 21 days ago • 4

Untied Ulysses: Memory-Efficient Context Parallelism via Headwise Chunking

Paper • 2602.21196 • Published 17 days ago • 5

One-step Language Modeling via Continuous Denoising

Paper • 2602.16813 • Published 23 days ago • 4

upvoted an article 19 days ago

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Article

Differential Transformer V2

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Jan 20

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44

upvoted 4 papers 21 days ago

2Mamba2Furious: Linear in Complexity, Competitive in Accuracy

Paper • 2602.17363 • Published 23 days ago • 8

Nanbeige4.1-3B: A Small General Model that Reasons, Aligns, and Acts

Paper • 2602.13367 • Published 29 days ago • 31

On Surprising Effectiveness of Masking Updates in Adaptive Optimizers

Paper • 2602.15322 • Published 25 days ago • 9

SpargeAttention2: Trainable Sparse Attention via Hybrid Top-k+Top-p Masking and Distillation Fine-Tuning

Paper • 2602.13515 • Published 28 days ago • 43

upvoted 4 papers 28 days ago

Beyond Log Likelihood: Probability-Based Objectives for Supervised Fine-Tuning across the Model Capability Continuum

Paper • 2510.00526 • Published Oct 1, 2025 • 10

Dynamic Long Context Reasoning over Compressed Memory via End-to-End Reinforcement Learning

Paper • 2602.08382 • Published Feb 9 • 11

When to Memorize and When to Stop: Gated Recurrent Memory for Long-Context Reasoning

Paper • 2602.10560 • Published about 1 month ago • 29

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

Paper • 2602.12036 • Published 29 days ago • 91

upvoted 5 papers about 1 month ago

Prism: Spectral-Aware Block-Sparse Attention

Paper • 2602.08426 • Published Feb 9 • 36

iGRPO: Self-Feedback-Driven LLM Reasoning

Paper • 2602.09000 • Published Feb 9 • 17

Good SFT Optimizes for SFT, Better SFT Prepares for Reinforcement Learning

Paper • 2602.01058 • Published Feb 1 • 41

Hybrid Linear Attention Done Right: Efficient Distillation and Effective Architectures for Extremely Long Contexts

Paper • 2601.22156 • Published Jan 29 • 14

Discovering Hidden Gems in Model Repositories

Paper • 2601.22157 • Published Jan 29 • 22