DerrickYLJ / LessIsMoreLinks
Less Is More: Training-Free Sparse Attention with Global Locality for Efficient Reasoning
☆28Updated 4 months ago
Alternatives and similar repositories for LessIsMore
Users that are interested in LessIsMore are comparing it to the libraries listed below
Sorting:
- ☆110Updated 4 months ago
- The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.☆52Updated last year
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆48Updated last year
- ☆71Updated 5 months ago
- An efficient implementation of the NSA (Native Sparse Attention) kernel☆128Updated 7 months ago
- [ASPLOS'26] Taming the Long-Tail: Efficient Reasoning RL Training with Adaptive Drafter☆130Updated last month
- LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification☆73Updated 6 months ago
- ☆63Updated 7 months ago
- [NeurIPS 2024] Fast Best-of-N Decoding via Speculative Rejection☆55Updated last year
- ☆64Updated 6 months ago
- ☆129Updated 7 months ago
- APRIL: Active Partial Rollouts in Reinforcement Learning to Tame Long-tail Generation. A system-level optimization for scalable LLM tra…☆47Updated 3 months ago
- Source code for the paper "LongGenBench: Long-context Generation Benchmark"☆24Updated last year
- The official implementation of the paper "Towards Efficient Mixture of Experts: A Holistic Study of Compression Techniques (TMLR)".☆88Updated 10 months ago
- PoC for "SpecReason: Fast and Accurate Inference-Time Compute via Speculative Reasoning" [NeurIPS '25]☆61Updated 4 months ago
- Beyond KV Caching: Shared Attention for Efficient LLMs☆20Updated 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
- [ACL 2024] Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models☆113Updated last year
- [ICLR 2025] SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration☆61Updated 11 months ago
- 🔥 LLM-powered GPU kernel synthesis: Train models to convert PyTorch ops into optimized Triton kernels via SFT+RL. Multi-turn compilation…☆116Updated 2 months ago
- ☆38Updated last year
- ☆85Updated 2 months ago
- Official Implementation of SAM-Decoding: Speculative Decoding via Suffix Automaton☆39Updated 11 months ago
- ☆11Updated last year
- LongAttn :Selecting Long-context Training Data via Token-level Attention☆15Updated 6 months ago
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆44Updated last year
- Accelerate LLM preference tuning via prefix sharing with a single line of code☆51Updated 6 months ago
- ☆41Updated 10 months ago
- ☆132Updated 8 months ago
- The Official Implementation of Ada-KV [NeurIPS 2025]☆125Updated 2 months ago