Andrei Panferov

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upvoted a paper 6 days ago

WUSH: Near-Optimal Adaptive Transforms for LLM Quantization

Paper • 2512.00956 • Published 9 days ago • 17

upvoted a paper 21 days ago

Souper-Model: How Simple Arithmetic Unlocks State-of-the-Art LLM Performance

Paper • 2511.13254 • Published 22 days ago • 134

upvoted a paper 2 months ago

Bridging the Gap Between Promise and Performance for Microscaling FP4 Quantization

Paper • 2509.23202 • Published Sep 27 • 27

upvoted a paper 3 months ago

Benchmarking Optimizers for Large Language Model Pretraining

Paper • 2509.01440 • Published Sep 1 • 24

upvoted 2 papers 4 months ago

When Punctuation Matters: A Large-Scale Comparison of Prompt Robustness Methods for LLMs

Paper • 2508.11383 • Published Aug 15 • 41

The Geometry of LLM Quantization: GPTQ as Babai's Nearest Plane Algorithm

Paper • 2507.18553 • Published Jul 24 • 40

upvoted 2 papers 7 months ago

SVD-Free Low-Rank Adaptive Gradient Optimization for Large Language Models

Paper • 2505.17967 • Published May 23 • 17

Quartet: Native FP4 Training Can Be Optimal for Large Language Models

Paper • 2505.14669 • Published May 20 • 78

upvoted an article 7 months ago

view article

Article

CircleGuardBench: New Standard for Evaluating AI Moderation Models

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May 7

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56

upvoted a paper 9 months ago

Feature-Level Insights into Artificial Text Detection with Sparse Autoencoders

Paper • 2503.03601 • Published Mar 5 • 232

upvoted a paper 10 months ago

QuEST: Stable Training of LLMs with 1-Bit Weights and Activations

Paper • 2502.05003 • Published Feb 7 • 43

upvoted a paper almost 2 years ago

Extreme Compression of Large Language Models via Additive Quantization

Paper • 2401.06118 • Published Jan 11, 2024 • 13

upvoted a collection almost 2 years ago

AQLM

Collection

AQLM quantized LLMs • 21 items • Updated Feb 28 • 46