[ICML‘24] Official code for the paper "Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark ".
☆131Jul 6, 2025Updated last year
Alternatives and similar repositories for ZO-LLM
Users that are interested in ZO-LLM are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [ICLR'24] "DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training" by Aochuan Chen*, Yimeng Zhang*, Jinghan Jia, James Di…☆76Oct 9, 2024Updated 2 years ago
- Second-Order Fine-Tuning without Pain for LLMs: a Hessian Informed Zeroth-Order Optimizer☆28Feb 11, 2025Updated last year
- [NeurIPS 2023] MeZO: Fine-Tuning Language Models with Just Forward Passes. https://arxiv.org/abs/2305.17333☆1,181Jan 11, 2024Updated 2 years ago
- Communication-Efficient Stochastic Zeroth-Order Optimization for Federated Learning☆12Oct 8, 2022Updated 4 years ago
- ☆21Dec 5, 2024Updated last year
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning☆39Apr 4, 2024Updated 2 years ago
- This is the official implementation of the ICML 2023 paper - Can Forward Gradient Match Backpropagation ?☆13May 31, 2023Updated 3 years ago
- Code the ICML 2024 paper: "Variance-reduced Zeroth-Order Methods for Fine-Tuning Language Models"☆12Jun 25, 2024Updated 2 years ago
- ☆37May 28, 2024Updated 2 years ago
- [ICML'24 Oral] APT: Adaptive Pruning and Tuning Pretrained Language Models for Efficient Training and Inference☆49Jun 4, 2024Updated 2 years ago
- ☆10Jun 19, 2023Updated 3 years ago
- [ICLR 2025] Linear Combination of Saved Checkpoints Makes Consistency and Diffusion Models Better☆16Feb 15, 2025Updated last year
- Zeroth-Order Fine-Tuning of LLMs in Random Subspaces (ICCV 2025)☆21Nov 22, 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
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- [NeurIPS 2024] Low rank memory efficient optimizer without SVD☆34Jul 1, 2025Updated last year
- SLTrain: a sparse plus low-rank approach for parameter and memory efficient pretraining (NeurIPS 2024)☆39Nov 1, 2024Updated 2 years ago
- [ICML 2026] Memory-Efficient LLM Pretraining via Minimalist Optimizer Design☆24May 26, 2026Updated 5 months ago
- ☆14May 4, 2026Updated 5 months ago
- This project is a implementation in PyTorch for ZO-AdaMU optimization: Adapting Perturbation with the Momentum and Uncertainty in Zeroth-…☆15Dec 12, 2023Updated 2 years ago
- ☆27Feb 22, 2024Updated 2 years ago
- ☆15May 4, 2024Updated 2 years ago
- Code associated with the paper **Fine-tuning Language Models over Slow Networks using Activation Compression with Guarantees**.☆29Apr 25, 2023Updated 3 years ago
- GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection☆1,712Oct 28, 2024Updated 2 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- ☆18Aug 19, 2024Updated 2 years ago
- [ICLR 2025] Official implementation of paper "Dynamic Low-Rank Sparse Adaptation for Large Language Models".☆25Mar 16, 2025Updated last year
- Source code for the TMLR paper "Black-Box Prompt Learning for Pre-trained Language Models"☆59Sep 7, 2023Updated 3 years ago
- ICML'2022: Black-Box Tuning for Language-Model-as-a-Service & EMNLP'2022: BBTv2: Towards a Gradient-Free Future with Large Language Model…☆277Nov 8, 2022Updated 3 years ago
- This is the official repository for the paper "Flora: Low-Rank Adapters Are Secretly Gradient Compressors" in ICML 2024.☆106Jul 1, 2024Updated 2 years ago
- Quantized Evolution Strategies: High-precision Fine-tuning of Quantized LLMs at Low-precision Cost☆21May 14, 2026Updated 5 months ago
- Fun project to run your own LLM chat bot using llama.cpp☆11Jun 9, 2023Updated 3 years ago
- ☆30Jul 22, 2024Updated 2 years ago
- GPU operators for sparse tensor operations☆37Mar 11, 2024Updated 2 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.
- ☆12Feb 6, 2025Updated last year
- [ICLR26] Unlearning Isn't Invisible: Detecting Unlearning Traces in LLMs from Model Outputs☆25Apr 8, 2026Updated 6 months ago
- ☆15Sep 24, 2023Updated 3 years ago
- ☆236Jun 11, 2024Updated 2 years ago
- Benchmarking Optimizers for LLM Pretraining. NeurIPS 2026, EurIPS 2025☆61May 3, 2026Updated 6 months ago
- [ICML 2025] From Low Rank Gradient Subspace Stabilization to Low-Rank Weights: Observations, Theories and Applications☆52Oct 30, 2025Updated last year
- [ICLR 2025] Achieving Dimension-Free Communication in Federated Learning via Zeroth-Order Optimization☆30Jan 27, 2026Updated 9 months ago