Since the emergence of chatGPT in 2022, the acceleration of Large Language Model has become increasingly important. Here is a list of papers on accelerating LLMs, currently focusing mainly on inference acceleration, and related works will be gradually added in the future. Welcome contributions!
☆284Mar 6, 2025Updated last year
Alternatives and similar repositories for Awesome_LLM_System-PaperList
Users that are interested in Awesome_LLM_System-PaperList are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆645Jan 14, 2026Updated 6 months ago
- Dynamic Memory Management for Serving LLMs without PagedAttention☆510Jul 17, 2026Updated 3 weeks ago
- paper and its code for AI System☆377May 14, 2026Updated 2 months ago
- Disaggregated serving system for Large Language Models (LLMs).☆828Apr 6, 2025Updated last year
- A low-latency & high-throughput serving engine for LLMs☆515Jan 8, 2026Updated 7 months ago
- 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.
- A ChatGPT(GPT-3.5) & GPT-4 Workload Trace to Optimize LLM Serving Systems☆283Jun 30, 2026Updated last month
- Efficient and easy multi-instance LLM serving☆564Mar 12, 2026Updated 4 months ago
- ☆135Nov 11, 2024Updated last year
- [OSDI'24] Serving LLM-based Applications Efficiently with Semantic Variable☆223Sep 21, 2024Updated last year
- Accurate, large-scale, and extensible simulator for LLM inference Systems☆657Jul 25, 2025Updated last year
- Large Language Model (LLM) Systems Paper List☆2,224Jul 25, 2026Updated 2 weeks ago
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆156Dec 4, 2024Updated last year
- Curated collection of papers in machine learning systems☆640Feb 7, 2026Updated 6 months ago
- Compare different hardware platforms via the Roofline Model for LLM inference tasks.☆125Mar 13, 2024Updated 2 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- 📚A curated list of Awesome LLM/VLM Inference Papers with Codes: Flash-Attention, Paged-Attention, WINT8/4, Parallelism, etc.🎉☆5,446Jul 26, 2026Updated 2 weeks ago
- Quantized Attention on GPU☆45Nov 22, 2024Updated last year
- 📰 Must-read papers on KV Cache Compression (constantly updating 🤗).☆730Apr 15, 2026Updated 3 months ago
- Summary of some awesome work for optimizing LLM inference☆264Feb 14, 2026Updated 5 months ago
- MSCCL++: A GPU-driven communication stack for scalable AI applications☆546Updated this week
- A fast communication-overlapping library for tensor/expert parallelism on GPUs.☆1,352Aug 28, 2025Updated 11 months ago
- Code repository for the SOSP'25 paper DCP: Addressing Input Dynamism In Long-Context Training via Dynamic Context Parallelism.☆22Nov 28, 2025Updated 8 months ago
- A throughput-oriented high-performance serving framework for LLMs☆974Mar 29, 2026Updated 4 months ago
- NVSHMEM‑Tutorial: Build a DeepEP‑like GPU Buffer☆195Feb 11, 2026Updated 5 months ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- A tiny yet powerful LLM inference system tailored for researching purpose. vLLM-equivalent performance with only 2k lines of code (2% of …☆331Jun 10, 2025Updated last year
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆131Jul 4, 2025Updated last year
- SpInfer: Leveraging Low-Level Sparsity for Efficient Large Language Model Inference on GPUs☆69Mar 25, 2025Updated last year
- LLM serving cluster simulator☆157Apr 25, 2024Updated 2 years ago
- ☆382Jan 28, 2026Updated 6 months ago
- Analyze the inference of Large Language Models (LLMs). Analyze aspects like computation, storage, transmission, and hardware roofline mod…☆668Sep 11, 2024Updated last year
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆400Jul 10, 2025Updated last year
- A curated list for Efficient Large Language Models☆2,032Jun 17, 2025Updated last year
- Examples of CUDA implementations by Cutlass CuTe☆281Jul 1, 2025Updated last year
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- A lightweight design for computation-communication overlap.☆243Jan 20, 2026Updated 6 months ago
- how to optimize some algorithm in cuda.☆3,189Updated this week
- Perplexity GPU Kernels☆599Nov 7, 2025Updated 9 months ago
- GLake: optimizing GPU memory management and IO transmission.☆501Mar 24, 2025Updated last year
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆425Nov 20, 2025Updated 8 months ago
- Distributed Compiler based on Triton for Parallel Systems☆1,511Updated this week
- Mooncake is the serving platform for Kimi, a leading LLM service provided by Moonshot AI.☆6,205Updated this week