ROIM1998 / APT
[ICML'24 Oral] APT: Adaptive Pruning and Tuning Pretrained Language Models for Efficient Training and Inference
☆38Updated 10 months ago
Alternatives and similar repositories for APT:
Users that are interested in APT are comparing it to the libraries listed below
- Official Pytorch Implementation of Our Paper Accepted at ICLR 2024-- Dynamic Sparse No Training: Training-Free Fine-tuning for Sparse LLM…☆47Updated last year
- ☆18Updated 4 months ago
- ☆48Updated 4 months ago
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆54Updated 3 weeks ago
- [ICLR 2025] The official pytorch implement of "Dynamic Low-Rank Sparse Adaptation for Large Language Models".☆16Updated last month
- ☆15Updated 5 months ago
- [ICML 2024 Oral] This project is the official implementation of our Accurate LoRA-Finetuning Quantization of LLMs via Information Retenti…☆64Updated last year
- ☆8Updated 7 months ago
- A block pruning framework for LLMs.☆22Updated 10 months ago
- [Arxiv 2025] Efficient Reasoning Models: A Survey☆63Updated this week
- ☆50Updated last year
- CoT-Valve: Length-Compressible Chain-of-Thought Tuning☆65Updated 2 months ago
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆37Updated 10 months ago
- [ICML 2024] SPP: Sparsity-Preserved Parameter-Efficient Fine-Tuning for Large Language Models☆20Updated 10 months ago
- [AAAI 2024] Fluctuation-based Adaptive Structured Pruning for Large Language Models☆47Updated last year
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆62Updated 5 months ago
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆156Updated 6 months ago
- Code for "ECoFLaP: Efficient Coarse-to-Fine Layer-Wise Pruning for Vision-Language Models" (ICLR 2024)☆19Updated last year
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆36Updated 8 months ago
- Official implementation for LaCo (EMNLP 2024 Findings)☆16Updated 6 months ago
- Pruner-Zero: Evolving Symbolic Pruning Metric from scratch for LLMs☆81Updated 4 months ago
- [ICLR 2024] Jaiswal, A., Gan, Z., Du, X., Zhang, B., Wang, Z., & Yang, Y. Compressing llms: The truth is rarely pure and never simple.☆23Updated last year
- [EMNLP 2024 Findings🔥] Official implementation of ": LOOK-M: Look-Once Optimization in KV Cache for Efficient Multimodal Long-Context In…☆92Updated 5 months ago
- ☆99Updated 9 months ago
- LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning☆31Updated last year
- LongSpec: Long-Context Speculative Decoding with Efficient Drafting and Verification☆45Updated last month
- Official code implementation for 2025 ICLR accepted paper "Dobi-SVD : Differentiable SVD for LLM Compression and Some New Perspectives"☆27Updated 3 weeks ago
- Official Implementation of FastKV: KV Cache Compression for Fast Long-Context Processing with Token-Selective Propagation☆18Updated last week
- The Official Implementation of Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference☆72Updated 2 months ago
- A generalized framework for subspace tuning methods in parameter efficient fine-tuning.☆136Updated 2 months ago