Jiale Chen

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upvoted a paper 30 days ago

MatGPTQ: Accurate and Efficient Post-Training Matryoshka Quantization

Paper • 2602.03537 • Published Feb 3 • 4

upvoted a paper about 2 months ago

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

Paper • 2602.02016 • Published Feb 2 • 12

upvoted a paper 2 months ago

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

Paper • 2601.22813 • Published Jan 30 • 60

upvoted a paper 4 months ago

CAGE: Curvature-Aware Gradient Estimation For Accurate Quantization-Aware Training

Paper • 2510.18784 • Published Oct 21, 2025 • 2

commented a paper 4 months ago

WUSH: Near-Optimal Adaptive Transforms for LLM Quantization

Paper • 2512.00956 • Published Nov 30, 2025 • 23 •

2

authored a paper 4 months ago

WUSH: Near-Optimal Adaptive Transforms for LLM Quantization

Paper • 2512.00956 • Published Nov 30, 2025 • 23

upvoted a paper 4 months ago

WUSH: Near-Optimal Adaptive Transforms for LLM Quantization

Paper • 2512.00956 • Published Nov 30, 2025 • 23

upvoted a paper 6 months ago

Bridging the Gap Between Promise and Performance for Microscaling FP4 Quantization

Paper • 2509.23202 • Published Sep 27, 2025 • 29

authored 6 papers 8 months ago

Scalable Mechanistic Neural Networks

Paper • 2410.06074 • Published Oct 8, 2024 • 1

MARLIN: Mixed-Precision Auto-Regressive Parallel Inference on Large Language Models

Paper • 2408.11743 • Published Aug 21, 2024 • 1

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

Paper • 2502.05003 • Published Feb 7, 2025 • 44

Flow Matching for Discrete Systems: Efficient Free Energy Sampling Across Lattice Sizes and Temperatures

Paper • 2503.08063 • Published Mar 11, 2025 • 1

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

Paper • 2505.14669 • Published May 20, 2025 • 78

Accurate generation of chemical reaction transition states by conditional flow matching

Paper • 2507.10530 • Published Jul 14, 2025 • 1

commented a paper 8 months ago

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

Paper • 2507.18553 • Published Jul 24, 2025 • 41 •

3

authored a paper 8 months ago

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

Paper • 2507.18553 • Published Jul 24, 2025 • 41

upvoted 2 papers 8 months ago

Accurate generation of chemical reaction transition states by conditional flow matching

Paper • 2507.10530 • Published Jul 14, 2025 • 1

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

Paper • 2507.18553 • Published Jul 24, 2025 • 41

upvoted 2 papers 10 months ago

Unified Scaling Laws for Compressed Representations

Paper • 2506.01863 • Published Jun 2, 2025 • 19

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

Paper • 2505.17967 • Published May 23, 2025 • 17