SLTrain: a sparse plus low-rank approach for parameter and memory efficient pretraining (NeurIPS 2024)
☆39Nov 1, 2024Updated last year
Alternatives and similar repositories for SLTrain
Users that are interested in SLTrain are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- This repo contains papers, books, tutorials and resources on Riemannian optimization.☆58Mar 18, 2026Updated last month
- Welcome to the 'In Context Learning Theory' Reading Group☆30Nov 8, 2024Updated last year
- [ICLR 2025] "Rethinking LLM Unlearning Objectives: A Gradient Perspective and Go Beyond"☆16Feb 27, 2025Updated last year
- ☆17Jun 4, 2024Updated last year
- A Dual Framework for Low-rank Tensor Completion☆18Jun 3, 2019Updated 6 years ago
- 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] This is the official repository for our paper: ''Expanding Sparse Tuning for Low Memory Usage''.☆23Nov 8, 2025Updated 5 months ago
- [ICLR 2025 Spotlight] Code release for "Sharpness-Aware Minimization Efficiently Selects Flatter Minima Late In Training"☆18Feb 20, 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 9 months ago
- ☆19Nov 19, 2024Updated last year
- [NeurIPS 2022] "Adversarial Training with Complementary Labels: On the Benefit of Gradually Informative Attacks"☆13Nov 11, 2022Updated 3 years ago
- LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning☆37Apr 4, 2024Updated 2 years ago
- Official code for ReLoRA from the paper Stack More Layers Differently: High-Rank Training Through Low-Rank Updates☆474Apr 21, 2024Updated 2 years ago
- ☆20Jul 19, 2024Updated last year
- [ICML 2024] When Linear Attention Meets Autoregressive Decoding: Towards More Effective and Efficient Linearized Large Language Models☆35Jun 12, 2024Updated last year
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- Riemannian Optimization Using JAX☆55Oct 30, 2023Updated 2 years ago
- [OSDI 2025] DecDEC: A Systems Approach to Advancing Low‑Bit LLM Quantization☆23Jan 29, 2026Updated 3 months ago
- [NeurIPS2023] "Selectivity Drives Productivity: Efficient Dataset Pruning for Enhanced Transfer Learning" by Yihua Zhang*, Yimeng Zhang*,…☆14Oct 12, 2023Updated 2 years ago
- Fira: Can We Achieve Full-rank Training of LLMs Under Low-rank Constraint?☆118Oct 21, 2024Updated last year
- [NeurIPS 2023] Code release for "Going Beyond Linear Mode Connectivity: The Layerwise Linear Feature Connectivity"☆19Oct 19, 2023Updated 2 years ago
- [ICDCS 2023] Evaluation and Optimization of Gradient Compression for Distributed Deep Learning☆10Apr 28, 2023Updated 3 years ago
- A curated list of awesome Deep Learning theories that shed light on the mysteries of DL☆10Jul 20, 2018Updated 7 years ago
- SGQuant: Squeezing the Last Bit on Graph Neural Networks with Specialized Quantization☆11Aug 12, 2020Updated 5 years ago
- ☆70Nov 15, 2024Updated last year
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- ☆71Jul 11, 2024Updated last year
- Efficient Riemannian Optimization on Stiefel Manifold via Cayley Transform☆46Apr 26, 2019Updated 7 years ago
- Structured Pruning Adapters in PyTorch☆19Aug 30, 2023Updated 2 years ago
- ☆18Nov 11, 2024Updated last year
- ☆63Jul 21, 2024Updated last year
- CIFAR-10 image classification of imbalanced data using bottleneck features extracted from the autoencoder.☆10Sep 26, 2019Updated 6 years ago
- [CVPR2022 Oral] The official code for "TransRank: Self-supervised Video Representation Learning via Ranking-based Transformation Recognit…☆18Aug 1, 2022Updated 3 years ago
- AnchorAttention: Improved attention for LLMs long-context training☆216Jan 15, 2025Updated last year
- GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection☆1,689Oct 28, 2024Updated last year
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Code for NeurIPS 2024 Spotlight: "Scaling Laws and Compute-Optimal Training Beyond Fixed Training Durations"☆92Oct 30, 2024Updated last year
- ☆32Dec 17, 2025Updated 4 months ago
- ☆28Mar 30, 2026Updated last month
- GPTQLoRA: Efficient Finetuning of Quantized LLMs with GPTQ☆101May 30, 2023Updated 2 years ago
- ☆27Apr 11, 2023Updated 3 years ago
- ☆64Oct 17, 2023Updated 2 years ago
- ☆12Sep 26, 2019Updated 6 years ago