cat538 / SKVQLinks
[COLM 2024] SKVQ: Sliding-window Key and Value Cache Quantization for Large Language Models
☆24Updated last year
Alternatives and similar repositories for SKVQ
Users that are interested in SKVQ are comparing it to the libraries listed below
Sorting:
- 16-fold memory access reduction with nearly no loss☆105Updated 7 months ago
- ☆59Updated last year
- QAQ: Quality Adaptive Quantization for LLM KV Cache☆52Updated last year
- The Official Implementation of Ada-KV [NeurIPS 2025]☆106Updated last month
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆169Updated last year
- A GPU-optimized system for efficient long-context LLMs decoding with low-bit KV cache.☆60Updated this week
- LLM Inference with Microscaling Format☆31Updated 11 months ago
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆143Updated 8 months ago
- ☆78Updated 6 months ago
- [ICLR 2025] PEARL: Parallel Speculative Decoding with Adaptive Draft Length☆120Updated 6 months ago
- ☆60Updated 10 months ago
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆338Updated 3 months ago
- [ICLR 2025] TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention☆48Updated 2 months ago
- [NeurIPS'25 Spotlight] Adaptive Attention Sparsity with Hierarchical Top-p Pruning☆20Updated 8 months ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆60Updated last year
- ☆58Updated last year
- SpInfer: Leveraging Low-Level Sparsity for Efficient Large Language Model Inference on GPUs☆59Updated 7 months ago
- ArkVale: Efficient Generative LLM Inference with Recallable Key-Value Eviction (NIPS'24)☆43Updated 10 months ago
- ☆82Updated 9 months ago
- Code for paper: [ICLR2025 Oral] FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference☆147Updated last week
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆118Updated 3 months ago
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆122Updated last year
- ☆284Updated 3 months ago
- Code Repository of Evaluating Quantized Large Language Models☆133Updated last year
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆160Updated 5 months ago
- Implement some method of LLM KV Cache Sparsity☆39Updated last year
- SeerAttention: Learning Intrinsic Sparse Attention in Your LLMs☆158Updated last month
- Estimate MFU for DeepSeekV3☆26Updated 9 months ago
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆66Updated last year
- ☆39Updated 2 months ago