wangqinsi1 / Dobi-SVDLinks
Official code implementation for 2025 ICLR accepted paper "Dobi-SVD : Differentiable SVD for LLM Compression and Some New Perspectives"
☆49Updated last month
Alternatives and similar repositories for Dobi-SVD
Users that are interested in Dobi-SVD are comparing it to the libraries listed below
Sorting:
- The code repository of "MBQ: Modality-Balanced Quantization for Large Vision-Language Models"☆70Updated 9 months ago
- [ICLR 2025] Mixture Compressor for Mixture-of-Experts LLMs Gains More☆63Updated 10 months ago
- Official Pytorch Implementation of Our Paper Accepted at ICLR 2024-- Dynamic Sparse No Training: Training-Free Fine-tuning for Sparse LLM…☆50Updated last year
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆177Updated last year
- [ICML'24 Oral] APT: Adaptive Pruning and Tuning Pretrained Language Models for Efficient Training and Inference☆46Updated last year
- Efficient Expert Pruning for Sparse Mixture-of-Experts Language Models: Enhancing Performance and Reducing Inference Costs☆21Updated last month
- [ICML 2024] SPP: Sparsity-Preserved Parameter-Efficient Fine-Tuning for Large Language Models☆21Updated last year
- [NeurIPS'25] The official code implementation for paper "R2R: Efficiently Navigating Divergent Reasoning Paths with Small-Large Model Tok…☆67Updated this week
- [NeurIPS 2024] The official implementation of ZipCache: Accurate and Efficient KV Cache Quantization with Salient Token Identification☆31Updated 8 months ago
- A Survey of Efficient Attention Methods: Hardware-efficient, Sparse, Compact, and Linear Attention☆252Updated 2 weeks ago
- [COLM 2025] DFRot: Achieving Outlier-Free and Massive Activation-Free for Rotated LLMs with Refined Rotation; 知乎：https://zhuanlan.zhihu.c…☆29Updated 9 months ago
- PyTorch implementation of PTQ4DiT https://arxiv.org/abs/2405.16005☆42Updated last year
- Code Repository of Evaluating Quantized Large Language Models☆137Updated last year
- ☆26Updated last year
- [ICML‘24] Official code for the paper "Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark ".☆119Updated 5 months ago
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆67Updated 8 months ago
- Awesome LLM pruning papers all-in-one repository with integrating all useful resources and insights.☆137Updated 4 months ago
- [ICML 2024 Oral] This project is the official implementation of our Accurate LoRA-Finetuning Quantization of LLMs via Information Retenti…☆67Updated last year
- [ICML 2025] SparseLoRA: Accelerating LLM Fine-Tuning with Contextual Sparsity☆64Updated 5 months ago
- This repo contains the code for studying the interplay between quantization and sparsity methods☆24Updated 9 months ago
- [COLM 2025] Official PyTorch implementation of "Quantization Hurts Reasoning? An Empirical Study on Quantized Reasoning Models"☆61Updated 5 months ago
- ☆53Updated last year
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆82Updated last year
- ☆10Updated last year
- Efficient Foundation Model Design: A Perspective From Model and System Co-Design [Efficient ML System & Model]☆26Updated 9 months ago
- [EMNLP 2024] RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization☆38Updated last year
- [NeurIPS'25] dKV-Cache: The Cache for Diffusion Language Models☆123Updated 6 months ago
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆47Updated last year
- [ICML 2025] XAttention: Block Sparse Attention with Antidiagonal Scoring☆256Updated 5 months ago
- [ICLR 2025] Official implementation of paper "Dynamic Low-Rank Sparse Adaptation for Large Language Models".☆23Updated 9 months ago