Andrei Panferov

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upvoted a paper 2 days ago

MatryoshkaLoRA: Learning Accurate Hierarchical Low-Rank Representations for LLM Fine-Tuning

Paper • 2605.07850 • Published 5 days ago • 16

upvoted 3 papers 3 months ago

DASH: Faster Shampoo via Batched Block Preconditioning and Efficient Inverse-Root Solvers

Paper • 2602.02016 • Published Feb 2 • 13

SLIME: Stabilized Likelihood Implicit Margin Enforcement for Preference Optimization

Paper • 2602.02383 • Published Feb 2 • 30

Quartet II: Accurate LLM Pre-Training in NVFP4 by Improved Unbiased Gradient Estimation

Paper • 2601.22813 • Published Jan 30 • 61

upvoted a paper 5 months ago

WUSH: Near-Optimal Adaptive Transforms for LLM Quantization

Paper • 2512.00956 • Published Nov 30, 2025 • 23

upvoted a paper 6 months ago

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

Paper • 2511.13254 • Published Nov 17, 2025 • 140

upvoted a paper 7 months ago

Bridging the Gap Between Promise and Performance for Microscaling FP4 Quantization

Paper • 2509.23202 • Published Sep 27, 2025 • 30

upvoted a paper 8 months ago

Benchmarking Optimizers for Large Language Model Pretraining

Paper • 2509.01440 • Published Sep 1, 2025 • 25

upvoted a paper 9 months ago

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

Paper • 2508.11383 • Published Aug 15, 2025 • 40

upvoted a paper 10 months ago

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

Paper • 2507.18553 • Published Jul 24, 2025 • 42

upvoted 2 papers 12 months ago

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

Paper • 2505.17967 • Published May 23, 2025 • 17

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

Paper • 2505.14669 • Published May 20, 2025 • 78

upvoted an article about 1 year ago

view article

Article

CircleGuardBench: New Standard for Evaluating AI Moderation Models

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May 7, 2025

• 60

upvoted a paper about 1 year ago

Feature-Level Insights into Artificial Text Detection with Sparse Autoencoders

Paper • 2503.03601 • Published Mar 5, 2025 • 233

upvoted a paper over 1 year ago

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

Paper • 2502.05003 • Published Feb 7, 2025 • 44

upvoted a paper about 2 years ago

Extreme Compression of Large Language Models via Additive Quantization

Paper • 2401.06118 • Published Jan 11, 2024 • 14

upvoted a collection about 2 years ago

AQLM

Collection

AQLM quantized LLMs • 21 items • Updated Feb 18 • 46