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upvoted 13 papers 3 days ago

Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

Paper • 2501.09732 • Published 21 days ago • 67

Pairwise RM: Perform Best-of-N Sampling with Knockout Tournament

Paper • 2501.13007 • Published 15 days ago • 19

Test-Time Preference Optimization: On-the-Fly Alignment via Iterative Textual Feedback

Paper • 2501.12895 • Published 15 days ago • 55

DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Paper • 2501.12948 • Published 15 days ago • 301

Kimi k1.5: Scaling Reinforcement Learning with LLMs

Paper • 2501.12599 • Published 16 days ago • 86

Debate Helps Weak-to-Strong Generalization

Paper • 2501.13124 • Published 16 days ago • 7

Sigma: Differential Rescaling of Query, Key and Value for Efficient Language Models

Paper • 2501.13629 • Published 14 days ago • 42

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published 14 days ago • 22

ARWKV: Pretrain is not what we need, an RNN-Attention-Based Language Model Born from Transformer

Paper • 2501.15570 • Published 11 days ago • 23

SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published 9 days ago • 100

Critique Fine-Tuning: Learning to Critique is More Effective than Learning to Imitate

Paper • 2501.17703 • Published 8 days ago • 50

Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Paper • 2501.19324 • Published 6 days ago • 32

s1: Simple test-time scaling

Paper • 2501.19393 • Published 6 days ago • 88

upvoted a paper 8 days ago

Return of the Encoder: Maximizing Parameter Efficiency for SLMs

Paper • 2501.16273 • Published 10 days ago • 5

upvoted 4 papers 16 days ago

Tensor Product Attention Is All You Need

Paper • 2501.06425 • Published 27 days ago • 80

Transformer^2: Self-adaptive LLMs

Paper • 2501.06252 • Published 29 days ago • 53

Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though

Paper • 2501.04682 • Published 29 days ago • 90

REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4 • 90

upvoted 2 papers 28 days ago

Deliberation in Latent Space via Differentiable Cache Augmentation

Paper • 2412.17747 • Published Dec 23, 2024 • 30

Fourier Position Embedding: Enhancing Attention's Periodic Extension for Length Generalization

Paper • 2412.17739 • Published Dec 23, 2024 • 40