LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning
☆38Apr 4, 2024Updated 2 years ago
Alternatives and similar repositories for lisa
Users that are interested in lisa are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Official Pytorch Implementation of "Outlier-weighed Layerwise Sampling for LLM Fine-tuning" by Pengxiang Li, Lu Yin, Xiaowei Gao, Shiwei …☆35Jun 3, 2025Updated last year
- ☆19Jan 3, 2025Updated last year
- [ICML‘24] Official code for the paper "Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark ".☆128Jul 6, 2025Updated last year
- This is the official implementation of the ICML 2023 paper - Can Forward Gradient Match Backpropagation ?☆13May 31, 2023Updated 3 years ago
- SLiM: One-shot Quantized Sparse Plus Low-rank Approximation of LLMs (ICML 2025)☆37Nov 28, 2025Updated 8 months ago
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- [NeurIPS 2024] Low rank memory efficient optimizer without SVD☆33Jul 1, 2025Updated last year
- SLTrain: a sparse plus low-rank approach for parameter and memory efficient pretraining (NeurIPS 2024)☆39Nov 1, 2024Updated last year
- [ICML 2024] Official Repository for the paper "Transformers Get Stable: An End-to-End Signal Propagation Theory for Language Models"☆11Jul 19, 2024Updated 2 years ago
- Rad-cGAN v1.0: Radar-based precipitation nowcasting model with conditional Generative Adversarial Networks for multiple dam domains☆11Jul 22, 2022Updated 4 years ago
- Compressible Dynamics in Deep Overparameterized Low-Rank Learning & Adaptation (ICML'24 Oral)☆12Jul 22, 2024Updated 2 years ago
- ☆23Nov 26, 2024Updated last year
- Simple Python Socket-based Split Learning technique using PyTorch☆14Mar 13, 2020Updated 6 years ago
- This repository provides an improved LLamaGen Model, fine-tuned on 500,000 high-quality images, each accompanied by over 300 token prompt…☆30Oct 21, 2024Updated last year
- Second-Order Fine-Tuning without Pain for LLMs: a Hessian Informed Zeroth-Order Optimizer☆26Feb 11, 2025Updated last year
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- ☆16Jul 15, 2025Updated last year
- ThinK: Thinner Key Cache by Query-Driven Pruning☆30Jun 2, 2026Updated 2 months ago
- [ICML 2025] SparseLoRA: Accelerating LLM Fine-Tuning with Contextual Sparsity☆77Mar 10, 2026Updated 5 months ago
- Code for the paper: Why Transformers Need Adam: A Hessian Perspective☆65Mar 11, 2025Updated last year
- [ICLR'24] "DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training" by Aochuan Chen*, Yimeng Zhang*, Jinghan Jia, James Di…☆74Oct 9, 2024Updated last year
- [EMNLP 24] Source code for paper 'AdaZeta: Adaptive Zeroth-Order Tensor-Train Adaption for Memory-Efficient Large Language Models Fine-Tu…☆13Dec 15, 2024Updated last year
- Official implementation of the paper: "A deeper look at depth pruning of LLMs"☆15Jul 24, 2024Updated 2 years ago
- ☆37Jul 2, 2026Updated last month
- [CoLM'25] The official implementation of the paper <MoA: Mixture of Sparse Attention for Automatic Large Language Model Compression>☆159Jan 14, 2026Updated 7 months ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- This is the official code for the paper "Safety Tax: Safety Alignment Makes Your Large Reasoning Models Less Reasonable".☆35Mar 11, 2025Updated last year
- [ICML 2025] From Low Rank Gradient Subspace Stabilization to Low-Rank Weights: Observations, Theories and Applications☆52Oct 30, 2025Updated 9 months ago
- Official code for "Self-supervised learning with rotation-invariant kernels"☆14Jun 5, 2023Updated 3 years ago
- A repository for LotteryFL re-implementation and experiments☆13Dec 18, 2020Updated 5 years ago
- Official implementation of the NeurIPS 2025 paper "Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space"☆348Jun 12, 2026Updated 2 months ago
- JAX implementation of "Fine-Tuning Language Models with Just Forward Passes"☆19Jun 10, 2023Updated 3 years ago
- [ICLR 2025] RaSA: Rank-Sharing Low-Rank Adaptation☆10May 19, 2025Updated last year
- ☆12Aug 17, 2022Updated 3 years ago
- [ACL 2024 Findings] Light-PEFT: Lightening Parameter-Efficient Fine-Tuning via Early Pruning☆13Sep 2, 2024Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Repository of the paper "Accelerating Transformer Inference for Translation via Parallel Decoding"☆124Mar 15, 2024Updated 2 years ago
- [EMNLP 2024] RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization☆41Sep 24, 2024Updated last year
- Implementations of the algorithms described in the paper: On the Convergence Theory for Hessian-Free Bilevel Algorithms.☆11Nov 1, 2024Updated last year
- An Efficient Supply Chain Management System using Blockchain & Machine Learning.☆10Nov 27, 2019Updated 6 years ago
- Scaf-GRPO: Scaffolded Group Relative Policy Optimization for Enhancing LLM Reasoning☆25Feb 8, 2026Updated 6 months ago
- Hinton's Forward-Forward Algorithm Implementation PyTorch☆12Sep 4, 2023Updated 2 years ago
- A comprehensive tool designed to enhance the retrieval and generation of academic content from the arXiv database, leveraging advanced Re…☆13Dec 30, 2024Updated last year