Efficient Intelligence and Systems (EIS) Lab

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1. Awesome-Model-Quantization Awesome-Model-Quantization Public

   A curated collection of papers, benchmarks, surveys, and tools for model quantization, covering low-bit networks, LLMs, multimodal and generative models, vector and lattice quantization, and effici…

   2.4k 241

2. Awesome-Efficient-Diffusion Awesome-Efficient-Diffusion Public

   A curated list of papers and code on efficient diffusion models for image, video, world modeling, and language generation. Covering acceleration, quantization, compression, caching, and distillation.

   209 8

3. BiBERT BiBERT Public

   This project is the official implementation of our accepted ICLR 2022 paper BiBERT: Accurate Fully Binarized BERT.

   Python 89 6

4. Qwen3-Quantization-Toolkit Qwen3-Quantization-Toolkit Public

   Python 81 8

5. IR-QLoRA IR-QLoRA Public

   [ICML 2024 Oral] This project is the official implementation of our Accurate LoRA-Finetuning Quantization of LLMs via Information Retention

   Python 65 4

6. BiBench BiBench Public

   [ICML 2023] This project is the official implementation of our accepted ICML 2023 paper BiBench: Benchmarking and Analyzing Network Binarization.

   Python 55 5