yichuan-w / MLsys_reading_listLinks
A record of reading list on some MLsys popular topic
☆16Updated 6 months ago
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- [NeurIPS 2025] ClusterFusion: Expanding Operator Fusion Scope for LLM Inference via Cluster-Level Collective Primitive☆43Updated 3 weeks ago
- [NeurIPS 2024] Efficient LLM Scheduling by Learning to Rank☆60Updated 11 months ago
- ArkVale: Efficient Generative LLM Inference with Recallable Key-Value Eviction (NIPS'24)☆43Updated 10 months ago
- ☆124Updated 11 months ago
- Systems for GenAI☆144Updated 5 months ago
- [EuroSys'25] Mist: Efficient Distributed Training of Large Language Models via Memory-Parallelism Co-Optimization☆18Updated 2 months ago
- ☆72Updated last year
- Research prototype of PRISM — a cost-efficient multi-LLM serving system with flexible time- and space-based GPU sharing.☆29Updated 2 months ago
- ☆77Updated 3 years ago
- Stateful LLM Serving☆86Updated 7 months ago
- Virtualized Elastic KV Cache for Dynamic GPU Sharing and Beyond☆103Updated this week
- [OSDI'24] Serving LLM-based Applications Efficiently with Semantic Variable☆186Updated last year
- ☆52Updated 4 months ago
- Scalable long-context LLM decoding that leverages sparsity—by treating the KV cache as a vector storage system.☆88Updated last month
- InfiniGen: Efficient Generative Inference of Large Language Models with Dynamic KV Cache Management (OSDI'24)☆155Updated last year
- Open-source implementation for "Helix: Serving Large Language Models over Heterogeneous GPUs and Network via Max-Flow"☆67Updated this week
- NEO is a LLM inference engine built to save the GPU memory crisis by CPU offloading☆64Updated 4 months ago
- Supplemental materials for The ASPLOS 2025 / EuroSys 2025 Contest on Intra-Operator Parallelism for Distributed Deep Learning☆23Updated 5 months ago
- ☆49Updated last month
- ☆140Updated 3 months ago
- 16-fold memory access reduction with nearly no loss☆105Updated 6 months ago
- A GPU-optimized system for efficient long-context LLMs decoding with low-bit KV cache.☆60Updated last week
- Paper reading and discussion notes, covering AI frameworks, distributed systems, cluster management, etc.☆23Updated 7 months ago
- The official implementation for the intra-stage fusion technique introduced in https://arxiv.org/abs/2409.13221☆25Updated 5 months ago
- ☆39Updated 2 months ago
- High performance Transformer implementation in C++.☆135Updated 9 months ago
- Artifact for "Marconi: Prefix Caching for the Era of Hybrid LLMs" [MLSys '25 Outstanding Paper Award, Honorable Mention]☆39Updated 7 months ago
- SpInfer: Leveraging Low-Level Sparsity for Efficient Large Language Model Inference on GPUs☆59Updated 6 months ago
- Summary of some awesome work for optimizing LLM inference☆116Updated 4 months ago
- [ICML 2024] Serving LLMs on heterogeneous decentralized clusters.☆30Updated last year