snu-mllab/GuidedQuant

Official PyTorch implementation of "GuidedQuant: Large Language Model Quantization via Exploiting End Loss Guidance" (ICML 2025)

/ 100

Emerging

No commits in the last 6 months.

Stale 6m No Package No Dependents

Maintenance 2 / 25

Adoption 8 / 25

Maturity 15 / 25

Community 5 / 25

Stars

Forks

Language

Python

License

MIT

Category

Last pushed

Jul 06, 2025

Commits (30d)

Get this data via API

curl "https://pt-edge.onrender.com/api/v1/quality/transformers/snu-mllab/GuidedQuant"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

Higher-rated alternatives

intel/neural-compressor

SOTA low-bit LLM quantization (INT8/FP8/MXFP8/INT4/MXFP4/NVFP4) & sparsity; leading model...

bitsandbytes-foundation/bitsandbytes

Accessible large language models via k-bit quantization for PyTorch.

dropbox/hqq

Official implementation of Half-Quadratic Quantization (HQQ)

OpenGVLab/OmniQuant

[ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.

Hsu1023/DuQuant

[NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger...