a curated list of high-quality papers on resource-efficient LLMs 🌱
☆165Jun 8, 2026Updated 2 months ago
Alternatives and similar repositories for Awesome-Resource-Efficient-LLM-Papers
Users that are interested in Awesome-Resource-Efficient-LLM-Papers are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [TMLR 2024] Efficient Large Language Models: A Survey☆1,257Jun 23, 2025Updated last year
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆71Mar 27, 2025Updated last year
- ☆39Jan 15, 2021Updated 5 years ago
- Proteus: A High-Throughput Inference-Serving System with Accuracy Scaling☆13Mar 7, 2024Updated 2 years ago
- A curated list for Efficient Large Language Models☆2,037Jun 17, 2025Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- (ICCV 2023) Official implementation of Rectified Straight Through Estimator (ReSTE).☆34Sep 20, 2024Updated last year
- End-to-end codebase for finetuning LLMs (LLaMA 2, 3, etc.) with or without DP☆17Sep 23, 2024Updated last year
- SFS: A Smart OS Scheduler for Serverless Function Workloads (SC'22)☆13Dec 15, 2022Updated 3 years ago
- ☆41Dec 15, 2022Updated 3 years ago
- Survey Paper List - Efficient LLM and Foundation Models☆266Sep 22, 2024Updated last year
- ☆54Dec 13, 2022Updated 3 years ago
- [ACL 2026 Findings] Living repository for the survey paper “Efficient Inference for Large Vision-Language Models: Bottlenecks, Techniques…☆28Apr 8, 2026Updated 4 months ago
- [ACL 2026 Main] See the Forest for the Trees: Loosely Speculative Decoding via Visual-Semantic Guidance for Efficient Inference of Video …☆29Jul 4, 2026Updated last month
- ☆11Apr 3, 2024Updated 2 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Experiments with representation engineering☆14Feb 28, 2024Updated 2 years ago
- Awesome LLM compression research papers and tools.☆1,865Updated this week
- FBI-LLM: Scaling Up Fully Binarized LLMs from Scratch via Autoregressive Distillation☆52Aug 24, 2025Updated last year
- 通过实验对比LLM推理中Prefill和Decoding阶段的吞吐量差异，揭示性能瓶颈，解释PD分离优化技术的原理。包含CUDA和Apple MPS (M系列芯片) 的测试脚本。☆23May 22, 2025Updated last year
- mi-optimize is a versatile tool designed for the quantization and evaluation of large language models (LLMs). The library's seamless inte…☆24Nov 28, 2024Updated last year
- Awesome list for LLM pruning.☆297Oct 11, 2025Updated 10 months ago
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆82Jul 7, 2025Updated last year
- ☆49Jun 7, 2024Updated 2 years ago
- GitHub Repository for KDD 2022 paper "Saliency-Regularized Deep Multi-Task Learning"☆12Sep 26, 2023Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- ☆27Aug 31, 2023Updated 3 years ago
- A list of papers, docs, codes about efficient AIGC. This repo is aimed to provide the info for efficient AIGC research, including languag…☆208Feb 10, 2025Updated last year
- ☆16Feb 12, 2020Updated 6 years ago
- Compare chatbots pairwise via multi‑round evaluations for SE tasks.☆15Apr 4, 2026Updated 4 months ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆854Mar 6, 2025Updated last year
- ☆12Oct 29, 2020Updated 5 years ago
- Local Generative Surrogate Optimisation algorithm☆12Oct 21, 2020Updated 5 years ago
- ☆17Dec 9, 2022Updated 3 years ago
- HFODetector is Python package that that is capable of detecting HFOs with STE / MNI / Hilbert detector. Detection speed is increased by u…☆13Feb 16, 2025Updated last year
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Analyze the inference of Large Language Models (LLMs). Analyze aspects like computation, storage, transmission, and hardware roofline mod…☆678Sep 11, 2024Updated last year
- SpotServe: Serving Generative Large Language Models on Preemptible Instances☆136Feb 22, 2024Updated 2 years ago
- Code Repository of Evaluating Quantized Large Language Models☆135Sep 8, 2024Updated last year
- ☆16Aug 9, 2025Updated last year
- The code of ICLR 2024 paper: Boosting the Adversarial Robustness of Graph Neural Networks: An OOD Perspective☆14May 30, 2024Updated 2 years ago
- ☆19Apr 15, 2025Updated last year
- [ACM EuroSys 2023] Fast and Efficient Model Serving Using Multi-GPUs with Direct-Host-Access☆56Aug 6, 2025Updated last year