NoakLiu / Awesome-Efficient-Foundation-Models-DesignLinks
Efficient Foundation Model Design: A Perspective From Model and System Co-Design [Efficient ML System & Model]
☆28Updated 11 months ago
Alternatives and similar repositories for Awesome-Efficient-Foundation-Models-Design
Users that are interested in Awesome-Efficient-Foundation-Models-Design are comparing it to the libraries listed below
Sorting:
- Accelerating Multitask Training Trough Adaptive Transition [Efficient ML Model]☆12Updated 8 months ago
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆67Updated 10 months ago
- LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification☆73Updated 6 months ago
- The Official Implementation of Ada-KV [NeurIPS 2025]☆125Updated 2 months ago
- Official PyTorch implementation of the paper "Accelerating Diffusion Large Language Models with SlowFast Sampling: The Three Golden Princ…☆39Updated 6 months ago
- PoC for "SpecReason: Fast and Accurate Inference-Time Compute via Speculative Reasoning" [NeurIPS '25]☆61Updated 3 months ago
- ☆129Updated 7 months ago
- [ICLR 2026] dParallel: Learnable Parallel Decoding for dLLMs☆58Updated this week
- ☆11Updated last year
- [ACL 2025] Squeezed Attention: Accelerating Long Prompt LLM Inference☆56Updated last year
- [ASPLOS'26] Taming the Long-Tail: Efficient Reasoning RL Training with Adaptive Drafter☆130Updated last month
- [ICML'25] Our study systematically investigates massive values in LLMs' attention mechanisms. First, we observe massive values are concen…☆85Updated 7 months ago
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆48Updated last year
- [ICLR‘24 Spotlight] Code for the paper "Merge, Then Compress: Demystify Efficient SMoE with Hints from Its Routing Policy"☆103Updated 7 months ago
- [ICML 2024] SPP: Sparsity-Preserved Parameter-Efficient Fine-Tuning for Large Language Models☆21Updated last year
- D^2-MoE: Delta Decompression for MoE-based LLMs Compression☆72Updated 10 months ago
- Official code implementation for 2025 ICLR accepted paper "Dobi-SVD : Differentiable SVD for LLM Compression and Some New Perspectives"☆50Updated 3 months ago
- [ICLR 2025] Mixture Compressor for Mixture-of-Experts LLMs Gains More☆66Updated 11 months ago
- Adaptive Topology Reconstruction for Robust Graph Representation Learning [Efficient ML Model]☆10Updated 11 months ago
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆44Updated last year
- The official implementation of the paper "Towards Efficient Mixture of Experts: A Holistic Study of Compression Techniques (TMLR)".☆88Updated 10 months ago
- ThinK: Thinner Key Cache by Query-Driven Pruning☆27Updated 11 months ago
- [NeurIPS 2024] The official implementation of ZipCache: Accurate and Efficient KV Cache Quantization with Salient Token Identification☆32Updated 10 months ago
- The code for "AttentionPredictor: Temporal Pattern Matters for Efficient LLM Inference", Qingyue Yang, Jie Wang, Xing Li, Zhihai Wang, Ch…☆25Updated 6 months ago
- ☆23Updated last year
- [ICML 2025] XAttention: Block Sparse Attention with Antidiagonal Scoring☆266Updated 6 months ago
- ☆63Updated 6 months ago
- Quantized Side Tuning: Fast and Memory-Efficient Tuning of Quantized Large Language Models☆49Updated last year
- [ICML'24 Oral] APT: Adaptive Pruning and Tuning Pretrained Language Models for Efficient Training and Inference☆46Updated last year
- GraphSnapShot: Caching Local Structure for Fast Graph Learning [Efficient ML System]☆40Updated 3 weeks ago