PiSSA: Principal Singular Values and Singular Vectors Adaptation of Large Language Models(NeurIPS 2024 Spotlight)
☆426Jun 30, 2025Updated 11 months ago
Alternatives and similar repositories for PiSSA
Users that are interested in PiSSA are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆218Nov 25, 2025Updated 6 months ago
- Official code for our paper, "LoRA-Pro: Are Low-Rank Adapters Properly Optimized? "☆150Apr 8, 2025Updated last year
- [ICML2024 (Oral)] Official PyTorch implementation of DoRA: Weight-Decomposed Low-Rank Adaptation☆975Mar 24, 2026Updated 2 months ago
- CorDA: Context-Oriented Decomposition Adaptation of Large Language Models for task-aware parameter-efficient fine-tuning(NeurIPS 2024)☆56Jan 13, 2025Updated last year
- A generalized framework for subspace tuning methods in parameter efficient fine-tuning.☆182Jan 29, 2026Updated 4 months 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.
- AdaLoRA: Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning (ICLR 2023).☆388Jun 1, 2023Updated 3 years ago
- [NAACL 2025] MiLoRA: Harnessing Minor Singular Components for Parameter-Efficient LLM Finetuning☆20May 31, 2025Updated last year
- GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection☆1,695Oct 28, 2024Updated last year
- ☆235Jun 11, 2024Updated last year
- MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning☆362Aug 7, 2024Updated last year
- [EMNLP 2023, Main Conference] Sparse Low-rank Adaptation of Pre-trained Language Models☆86Mar 5, 2024Updated 2 years ago
- Official code for ReLoRA from the paper Stack More Layers Differently: High-Rank Training Through Low-Rank Updates☆473Apr 21, 2024Updated 2 years ago
- ☆233Jun 24, 2024Updated last year
- Official repository for the paper Number Cookbook: Number Understanding of Language Models and How to Improve It.☆21Mar 31, 2025Updated last year
- 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.
- ☆64Apr 9, 2024Updated 2 years ago
- [ICML2024 Spotlight] Fine-Tuning Pre-trained Large Language Models Sparsely☆24Jun 26, 2024Updated last year
- Code for Adam-mini: Use Fewer Learning Rates To Gain More https://arxiv.org/abs/2406.16793☆458May 13, 2025Updated last year
- MiSS is a novel PEFT method that features a low-rank structure but introduces a new update mechanism distinct from LoRA, achieving an exc…☆35Mar 9, 2026Updated 3 months ago
- ☆32Dec 17, 2025Updated 5 months ago
- ☆35Feb 10, 2025Updated last year
- [ICLR 2025] RaSA: Rank-Sharing Low-Rank Adaptation☆10May 19, 2025Updated last year
- [NeurIPS'24 Oral] HydraLoRA: An Asymmetric LoRA Architecture for Efficient Fine-Tuning☆239Dec 3, 2024Updated last year
- ☆154Sep 9, 2024Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Design hardware-friendly model architectures and migrate existing LLMs with minimal performance loss☆482May 27, 2026Updated 2 weeks ago
- ☆19Jan 3, 2025Updated last year
- Preprint: Asymmetry in Low-Rank Adapters of Foundation Models☆41Feb 27, 2024Updated 2 years ago
- Stanford NLP Python library for Representation Finetuning (ReFT)☆1,569Mar 5, 2026Updated 3 months ago
- ☆24Dec 11, 2024Updated last year
- ☆15Nov 7, 2024Updated last year
- [NAACL 24 Oral] LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language Models☆39Jan 9, 2025Updated last year
- [ACL 2024] Progressive LLaMA with Block Expansion.☆513May 20, 2024Updated 2 years ago
- Compressible Dynamics in Deep Overparameterized Low-Rank Learning & Adaptation (ICML'24 Oral)☆12Jul 22, 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.
- Q-GaLore: Quantized GaLore with INT4 Projection and Layer-Adaptive Low-Rank Gradients.☆205Jul 17, 2024Updated last year
- A library for subgraph GNN based on pyg☆39Nov 28, 2024Updated last year
- 🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.☆21,258Updated this week
- Official Repo for SparseLLM: Global Pruning of LLMs (NeurIPS 2024)☆69Mar 27, 2025Updated last year
- ☆44Jul 22, 2024Updated last year
- ☆126Jul 6, 2024Updated last year
- [NeurIPS 2024] BAdam: A Memory Efficient Full Parameter Optimization Method for Large Language Models☆288Mar 15, 2025Updated last year