cjyaras / deep-lora-transformersLinks
Compressible Dynamics in Deep Overparameterized Low-Rank Learning & Adaptation (ICML'24 Oral)
☆13Updated 11 months ago
Alternatives and similar repositories for deep-lora-transformers
Users that are interested in deep-lora-transformers are comparing it to the libraries listed below
Sorting:
- SLTrain: a sparse plus low-rank approach for parameter and memory efficient pretraining (NeurIPS 2024)☆31Updated 7 months ago
- Code for the paper: Why Transformers Need Adam: A Hessian Perspective☆59Updated 3 months ago
- source code for paper "Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models"☆26Updated last year
- ☆29Updated 4 months ago
- ☆19Updated last year
- Implementation of CoLA: Compute-Efficient Pre-Training of LLMs via Low-Rank Activation☆22Updated 4 months ago
- Bayesian Low-Rank Adaptation for Large Language Models☆34Updated last year
- Official Pytorch Implementation of Our Paper Accepted at ICLR 2024-- Dynamic Sparse No Training: Training-Free Fine-tuning for Sparse LLM…☆47Updated last year
- [ICLR'24] "DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training" by Aochuan Chen*, Yimeng Zhang*, Jinghan Jia, James Di…☆59Updated 8 months ago
- Preprint: Asymmetry in Low-Rank Adapters of Foundation Models☆35Updated last year
- Code for testing DCT plus Sparse (DCTpS) networks☆14Updated 4 years ago
- [ICML 2024] Junk DNA Hypothesis: A Task-Centric Angle of LLM Pre-trained Weights through Sparsity; Lu Yin*, Ajay Jaiswal*, Shiwei Liu, So…☆16Updated 2 months ago
- [ICML 2024] Official code for the paper "Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark ".☆105Updated 11 months ago
- LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning☆31Updated last year
- ☆33Updated 3 months ago
- ☆57Updated last year
- [NeurIPS 2023 Spotlight] Temperature Balancing, Layer-wise Weight Analysis, and Neural Network Training☆35Updated 2 months ago
- Bayesian low-rank adaptation for large language models☆23Updated last year
- Code for paper "Parameter Efficient Multi-task Model Fusion with Partial Linearization"☆21Updated 9 months ago
- [NAACL 24 Oral] LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language Models☆35Updated 5 months ago
- Welcome to the 'In Context Learning Theory' Reading Group☆28Updated 7 months ago
- ☆15Updated 10 months ago
- Representation Surgery for Multi-Task Model Merging. ICML, 2024.☆45Updated 8 months ago
- ☆13Updated 4 months ago
- Source code of "Task arithmetic in the tangent space: Improved editing of pre-trained models".☆102Updated 2 years ago
- ☆13Updated 5 months ago
- ☆13Updated last year
- ☆18Updated 7 months ago
- LoRA-XS: Low-Rank Adaptation with Extremely Small Number of Parameters☆35Updated 3 months ago
- Official repository of "Localizing Task Information for Improved Model Merging and Compression" [ICML 2024]☆45Updated 8 months ago