tiingweii-shii / Awesome-Resource-Efficient-LLM-Papers
a curated list of high-quality papers on resource-efficient LLMs 🌱
☆78Updated last week
Related projects ⓘ
Alternatives and complementary repositories for Awesome-Resource-Efficient-LLM-Papers
- PyTorch implementation of paper "Response Length Perception and Sequence Scheduling: An LLM-Empowered LLM Inference Pipeline".☆74Updated last year
- Quantized Side Tuning: Fast and Memory-Efficient Tuning of Quantized Large Language Models☆35Updated this week
- Awesome list for LLM pruning.☆159Updated last month
- ☆46Updated last year
- Survey Paper List - Efficient LLM and Foundation Models☆217Updated last month
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆34Updated 2 weeks ago
- Awesome list for LLM quantization☆122Updated 3 weeks ago
- Code associated with the paper **Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding**☆135Updated 5 months ago
- Awesome-LLM-KV-Cache: A curated list of 📙Awesome LLM KV Cache Papers with Codes.☆93Updated this week
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆146Updated 3 months ago
- ☆94Updated 9 months ago
- 📰 Must-read papers on KV Cache Compression (constantly updating 🤗).☆120Updated this week
- ☆70Updated 2 years ago
- ATC23 AE☆43Updated last year
- Spec-Bench: A Comprehensive Benchmark and Unified Evaluation Platform for Speculative Decoding (ACL 2024 Findings)☆184Updated 2 weeks ago
- The Official Implementation of Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference☆35Updated this week
- Multi-Candidate Speculative Decoding☆28Updated 6 months ago
- ☆34Updated 2 months ago
- QAQ: Quality Adaptive Quantization for LLM KV Cache☆42Updated 7 months ago
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆32Updated 2 months ago
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆25Updated 4 months ago
- Official implementation for Yuan & Liu & Zhong et al., KV Cache Compression, But What Must We Give in Return? A Comprehensive Benchmark o…☆46Updated 3 weeks ago
- Official implementation of ICML 2024 paper "ExCP: Extreme LLM Checkpoint Compression via Weight-Momentum Joint Shrinking".☆40Updated 3 months ago
- Since the emergence of chatGPT in 2022, the acceleration of Large Language Model has become increasingly important. Here is a list of pap…☆166Updated this week
- ☆133Updated last year
- ☆42Updated 7 months ago
- Code for Palu: Compressing KV-Cache with Low-Rank Projection☆54Updated this week
- Summary of system papers/frameworks/codes/tools on training or serving large model☆56Updated 10 months ago
- MagicPIG: LSH Sampling for Efficient LLM Generation☆43Updated last week
- Implement some method of LLM KV Cache Sparsity☆21Updated 5 months ago