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upvoted 4 papers 4 days ago

Matryoshka Quantization

Paper • 2502.06786 • Published 5 days ago • 22

Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding

Paper • 2502.05609 • Published 7 days ago • 13

Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling

Paper • 2502.06703 • Published 5 days ago • 118

CMoE: Fast Carving of Mixture-of-Experts for Efficient LLM Inference

Paper • 2502.04416 • Published 9 days ago • 10

upvoted 13 papers 10 days ago

Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial?

Paper • 2502.00674 • Published 13 days ago • 10

Can LLMs Maintain Fundamental Abilities under KV Cache Compression?

Paper • 2502.01941 • Published 11 days ago • 11

FastKV: KV Cache Compression for Fast Long-Context Processing with Token-Selective Propagation

Paper • 2502.01068 • Published 12 days ago • 14

o3-mini vs DeepSeek-R1: Which One is Safer?

Paper • 2501.18438 • Published 16 days ago • 22

Streaming DiLoCo with overlapping communication: Towards a Distributed Free Lunch

Paper • 2501.18512 • Published 16 days ago • 25

Optimizing Large Language Model Training Using FP4 Quantization

Paper • 2501.17116 • Published 18 days ago • 34

Parameters vs FLOPs: Scaling Laws for Optimal Sparsity for Mixture-of-Experts Language Models

Paper • 2501.12370 • Published 25 days ago • 11

Baichuan-Omni-1.5 Technical Report

Paper • 2501.15368 • Published 20 days ago • 56

Qwen2.5-1M Technical Report

Paper • 2501.15383 • Published 20 days ago • 57

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published 22 days ago • 24

Chain-of-Retrieval Augmented Generation

Paper • 2501.14342 • Published 22 days ago • 50

Kimi k1.5: Scaling Reinforcement Learning with LLMs

Paper • 2501.12599 • Published 24 days ago • 93

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

Paper • 2501.12948 • Published 24 days ago • 318

upvoted 3 papers 22 days ago

O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning

Paper • 2501.12570 • Published 25 days ago • 24

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

Paper • 2501.12895 • Published 24 days ago • 56

Autonomy-of-Experts Models

Paper • 2501.13074 • Published 24 days ago • 41