hdong920 / LESSLinks
☆52Updated last year
Alternatives and similar repositories for LESS
Users that are interested in LESS are comparing it to the libraries listed below
Sorting:
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆46Updated last year
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆40Updated last year
- ☆59Updated 10 months ago
- ☆37Updated last year
- ☆282Updated 3 months ago
- Code associated with the paper **Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding**☆202Updated 7 months ago
- SQUEEZED ATTENTION: Accelerating Long Prompt LLM Inference☆54Updated 10 months ago
- The Official Implementation of Ada-KV [NeurIPS 2025]☆105Updated 2 weeks ago
- Multi-Candidate Speculative Decoding☆36Updated last year
- [ICLR‘24 Spotlight] Code for the paper "Merge, Then Compress: Demystify Efficient SMoE with Hints from Its Routing Policy"☆95Updated 3 months ago
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆80Updated 11 months ago
- Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding (EMNLP 2023 Long)☆63Updated last year
- ☆45Updated 10 months ago
- ☆60Updated last year
- official code for GliDe with a CaPE☆18Updated last year
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆168Updated last year
- LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification☆64Updated 2 months ago
- [ICLR 2025] PEARL: Parallel Speculative Decoding with Adaptive Draft Length☆118Updated 5 months ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆60Updated last year
- [ICLR 2025] SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration☆55Updated 7 months ago
- ☆20Updated 10 months ago
- ☆43Updated 4 months ago
- 16-fold memory access reduction with nearly no loss☆105Updated 6 months ago
- ☆143Updated 7 months ago
- Official implementation for Yuan & Liu & Zhong et al., KV Cache Compression, But What Must We Give in Return? A Comprehensive Benchmark o…☆86Updated 7 months ago
- PoC for "SpecReason: Fast and Accurate Inference-Time Compute via Speculative Reasoning" [NeurIPS '25]☆52Updated last week
- Sirius, an efficient correction mechanism, which significantly boosts Contextual Sparsity models on reasoning tasks while maintaining its…☆21Updated last year
- [NeurIPS'23] Speculative Decoding with Big Little Decoder☆94Updated last year
- Official Implementation of SAM-Decoding: Speculative Decoding via Suffix Automaton☆32Updated 7 months ago
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆142Updated 7 months ago