A curated list for Efficient Large Language Models
β2,023Jun 17, 2025Updated last year
Alternatives and similar repositories for Awesome-Efficient-LLM
Users that are interested in Awesome-Efficient-LLM are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Awesome LLM compression research papers and tools.β1,849Jun 30, 2026Updated last week
- πA curated list of Awesome LLM/VLM Inference Papers with Codes: Flash-Attention, Paged-Attention, WINT8/4, Parallelism, etc.πβ5,381Jun 23, 2026Updated 2 weeks ago
- [TMLR 2024] Efficient Large Language Models: A Surveyβ1,259Jun 23, 2025Updated last year
- [NeurIPS 2023] LLM-Pruner: On the Structural Pruning of Large Language Models. Support Llama-3/3.1, Llama-2, LLaMA, BLOOM, Vicuna, Baichβ¦β1,130Oct 7, 2024Updated last year
- π° Must-read papers and blogs on Speculative Decoding β‘οΈβ1,270Jun 27, 2026Updated last week
- Wordpress hosting with auto-scaling - Free Trial Offer β’ AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Code for the ICML 2023 paper "SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot".β887Aug 20, 2024Updated last year
- A simple and effective LLM pruning approach.β867Aug 9, 2024Updated last year
- β645Jan 14, 2026Updated 5 months ago
- A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are coβ¦β2,402May 11, 2026Updated last month
- Awesome list for LLM pruning.β297Oct 11, 2025Updated 8 months ago
- π° Must-read papers on KV Cache Compression (constantly updating π€).β721Apr 15, 2026Updated 2 months ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Seβ¦β845Mar 6, 2025Updated last year
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Accelerationβ3,580Jul 17, 2025Updated 11 months ago
- [NeurIPS'23] H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.β524Aug 1, 2024Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer β’ AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Servingβ342Jul 2, 2024Updated 2 years ago
- π° Must-read papers and blogs on LLM based Long Context Modeling π₯β2,138Jul 1, 2026Updated last week
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inferenceβ396Jul 10, 2025Updated 11 months ago
- Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".β2,328Mar 27, 2024Updated 2 years ago
- [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Modelsβ1,663Jul 12, 2024Updated last year
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cacheβ414Nov 20, 2025Updated 7 months ago
- Medusa: Simple Framework for Accelerating LLM Generation with Multiple Decoding Headsβ2,752Jun 25, 2024Updated 2 years ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.β519Nov 26, 2024Updated last year
- Analyze the inference of Large Language Models (LLMs). Analyze aspects like computation, storage, transmission, and hardware roofline modβ¦β656Sep 11, 2024Updated last year
- Deploy on Railway without the complexity - Free Credits Offer β’ AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- List of papers related to neural network quantization in recent AI conferences and journals.β832Mar 27, 2025Updated last year
- Large Language Model (LLM) Systems Paper Listβ2,167Jun 21, 2026Updated 2 weeks ago
- A framework for few-shot evaluation of language models.β13,205Jun 24, 2026Updated 2 weeks ago
- [NeurIPS'24 Spotlight, ICLR'25, ICML'25] To speed up Long-context LLMs' inference, approximate and dynamic sparse calculate the attentionβ¦β1,221Apr 8, 2026Updated 3 months ago
- β357Apr 2, 2024Updated 2 years ago
- [ICLR 2025] DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Headsβ539Feb 10, 2025Updated last year
- FlashInfer: Kernel Library for LLM Servingβ5,896Updated this week
- [COLM 2024] TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decodingβ281Aug 31, 2024Updated last year
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.β769Aug 6, 2025Updated 11 months ago
- Wordpress hosting with auto-scaling - Free Trial Offer β’ AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.β900Nov 26, 2025Updated 7 months ago
- Since the emergence of chatGPT in 2022, the acceleration of Large Language Model has become increasingly important. Here is a list of papβ¦β283Mar 6, 2025Updated last year
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantizationβ176Nov 26, 2025Updated 7 months ago
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMsβ129Jul 4, 2025Updated last year
- This repository collects papers for "A Survey on Knowledge Distillation of Large Language Models". We break down KD into Knowledge Elicitβ¦β1,292Mar 9, 2025Updated last year
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.β139May 16, 2024Updated 2 years ago
- paper and its code for AI Systemβ373May 14, 2026Updated last month