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 ".☆126Jul 6, 2025Updated 11 months ago
- This is the official implementation of the ICML 2023 paper - Can Forward Gradient Match Backpropagation ?☆13May 31, 2023Updated 3 years ago
- Code for paper "Concrete Subspace Learning based Interference Elimination for Multi-task Model Fusion"☆14Mar 28, 2024Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ☆18Dec 7, 2025Updated 6 months ago
- An implementation of the penalty-based bilevel gradient descent (PBGD) algorithm and the iterative differentiation (ITD/RHG) methods.☆19Feb 13, 2023Updated 3 years ago
- SLiM: One-shot Quantized Sparse Plus Low-rank Approximation of LLMs (ICML 2025)☆36Nov 28, 2025Updated 6 months ago
- Second-Order Fine-Tuning without Pain for LLMs: a Hessian Informed Zeroth-Order Optimizer☆26Feb 11, 2025Updated last year
- ThinK: Thinner Key Cache by Query-Driven Pruning☆30Jun 2, 2026Updated last week
- [ICML 2024] Official Repository for the paper "Transformers Get Stable: An End-to-End Signal Propagation Theory for Language Models"☆10Jul 19, 2024Updated last year
- Rad-cGAN v1.0: Radar-based precipitation nowcasting model with conditional Generative Adversarial Networks for multiple dam domains☆11Jul 22, 2022Updated 3 years ago
- Compressible Dynamics in Deep Overparameterized Low-Rank Learning & Adaptation (ICML'24 Oral)☆12Jul 22, 2024Updated last year
- Official implementation for "Pruning Large Language Models with Semi-Structural Adaptive Sparse Training" (AAAI 2025)☆19Jul 1, 2025Updated 11 months ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Simple Python Socket-based Split Learning technique using PyTorch☆14Mar 13, 2020Updated 6 years ago
- ☆23Nov 26, 2024Updated last year
- Github Repo for OATS: Outlier-Aware Pruning through Sparse and Low Rank Decomposition☆20Apr 16, 2025Updated last year
- 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
- Code for the paper: Why Transformers Need Adam: A Hessian Perspective☆65Mar 11, 2025Updated last year
- ☆10Jul 6, 2021Updated 4 years ago
- Official implementation of the paper: "A deeper look at depth pruning of LLMs"☆15Jul 24, 2024Updated last year
- [CoLM'25] The official implementation of the paper <MoA: Mixture of Sparse Attention for Automatic Large Language Model Compression>☆157Jan 14, 2026Updated 5 months ago
- Official code for "Self-supervised learning with rotation-invariant kernels"☆14Jun 5, 2023Updated 3 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- [ICLR'24] "DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training" by Aochuan Chen*, Yimeng Zhang*, Jinghan Jia, James Di…☆71Oct 9, 2024Updated last year
- Source code for "Taming GANs with Lookahead–Minmax", ICLR 2021.☆15Mar 28, 2021Updated 5 years ago
- Learning to Skip the Middle Layers of Transformers☆17Aug 7, 2025Updated 10 months ago
- ☆111Dec 30, 2025Updated 5 months ago
- [NeurIPS 2025] Official Implementation of paper "Sherlock: Self-Correcting Reasoning in Vision-Language Models"☆30Jun 4, 2026Updated last week
- Finetuning LLaMA with DeepSpeed☆10Apr 14, 2023Updated 3 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
- JAX implementation of "Fine-Tuning Language Models with Just Forward Passes"☆19Jun 10, 2023Updated 3 years ago
- DNN_Partition辅助工具,用于对pytorch模型进行简单的性能分析以及支持模型切分☆14May 31, 2021Updated 5 years 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.
- [ICML 2026] Elastic Diffusion Transformer: Accelerating SOTA generation models (e.g., Qwen-Image, Hunyuan3d ) through adaptive computatio…☆44May 1, 2026Updated last month
- [ICLR 2025] RaSA: Rank-Sharing Low-Rank Adaptation☆10May 19, 2025Updated last year
- [EMNLP 2024] RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization☆40Sep 24, 2024Updated last year
- ☆41Updated this week
- Implementations of the algorithms described in the paper: On the Convergence Theory for Hessian-Free Bilevel Algorithms.☆11Nov 1, 2024Updated last year
- An Ultra-Long Output Reinforcement Learning Approach☆23Jul 31, 2025Updated 10 months ago
- ☆12Sep 1, 2023Updated 2 years ago