Official Pytorch Implementation of "Outlier-weighed Layerwise Sampling for LLM Fine-tuning" by Pengxiang Li, Lu Yin, Xiaowei Gao, Shiwei Liu
☆35Jun 3, 2025Updated 9 months ago
Alternatives and similar repositories for OWS
Users that are interested in OWS are comparing it to the libraries listed below
Sorting:
- [ICLR 2025] Official Pytorch Implementation of "Mix-LN: Unleashing the Power of Deeper Layers by Combining Pre-LN and Post-LN" by Pengxia…☆29Jul 24, 2025Updated 7 months ago
- LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning☆36Apr 4, 2024Updated last year
- This is the official code for UGTs.☆13Feb 8, 2023Updated 3 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…☆16Apr 21, 2025Updated 11 months ago
- [ICLR 2022] The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training by Shiwei Liu, Tianlo…☆77Jan 9, 2023Updated 3 years ago
- ☆42Oct 31, 2024Updated last year
- [ICLR 2022] "Deep Ensembling with No Overhead for either Training or Testing: The All-Round Blessings of Dynamic Sparsity" by Shiwei Liu,…☆27Jun 15, 2022Updated 3 years ago
- ☆19Jun 21, 2025Updated 9 months ago
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆81Jul 7, 2025Updated 8 months ago
- [Neurips 2021] Sparse Training via Boosting Pruning Plasticity with Neuroregeneration☆31Feb 11, 2023Updated 3 years ago
- ☆30Jul 22, 2024Updated last year
- Official implementation for "Sparse Concept Bottleneck Models: Gumbel Tricks in Contrastive Learning"☆12Jun 20, 2025Updated 9 months ago
- ☆12Dec 19, 2024Updated last year
- Official Pytorch Implementation of Our Paper Accepted at ICLR 2024-- Dynamic Sparse No Training: Training-Free Fine-tuning for Sparse LLM…☆51Apr 9, 2024Updated last year
- [ICML 2021] "Do We Actually Need Dense Over-Parameterization? In-Time Over-Parameterization in Sparse Training" by Shiwei Liu, Lu Yin, De…☆45Nov 11, 2023Updated 2 years ago
- [AAAI 2026] Relation-R1: Progressively Cognitive Chain-of-Thought Guided Reinforcement Learning for Unified Relation Comprehension☆18Mar 6, 2026Updated 2 weeks ago
- Codebase for decoding compressed trust.☆25May 7, 2024Updated last year
- [Neurips 2022] “ Back Razor: Memory-Efficient Transfer Learning by Self-Sparsified Backpropogation”, Ziyu Jiang*, Xuxi Chen*, Xueqin Huan…☆19Mar 14, 2023Updated 3 years ago
- Boosting Driving Scene Understanding with Advanced Vision-Language Models☆33May 19, 2023Updated 2 years ago
- Official implementation for "Pruning Large Language Models with Semi-Structural Adaptive Sparse Training" (AAAI 2025)☆18Jul 1, 2025Updated 8 months ago
- Github Repo for OATS: Outlier-Aware Pruning through Sparse and Low Rank Decomposition☆18Apr 16, 2025Updated 11 months ago
- [ICML 2024] Official Implementation of SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks☆39Feb 4, 2025Updated last year
- [ICLR 2023] 'Revisiting Pruning At Initialization Through The Lens of Ramanujan Graph" by Duc Hoang, Shiwei Liu, Radu Marculescu, Atlas W…☆14Aug 4, 2023Updated 2 years ago
- [ICLR 2025] Official implementation of paper "Dynamic Low-Rank Sparse Adaptation for Large Language Models".☆24Mar 16, 2025Updated last year
- 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
- 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 4 years ago
- [ICLR 2025] RaSA: Rank-Sharing Low-Rank Adaptation☆10May 19, 2025Updated 10 months ago
- ☆12Sep 1, 2023Updated 2 years ago
- Upscaling satellite imagery using GAN by 4 times☆16Mar 14, 2022Updated 4 years ago
- Code release of paper "ForkMerge: Mitigating Negative Transfer in Auxiliary-Task Learning" (NeurIPS 2023)☆17Dec 30, 2023Updated 2 years ago
- Repository for "Scaling Evaluation-time Compute with Reasoning Models as Process Evaluators"☆12Mar 25, 2025Updated 11 months ago
- ☆20Jul 5, 2024Updated last year
- ☆11Apr 5, 2023Updated 2 years ago
- Basic image segmentation & compression using K-Means clustering☆14Feb 28, 2019Updated 7 years ago
- ☆27Mar 29, 2025Updated 11 months ago
- Official code for paper Advantage Weighted Matching: Aligning RL with Pretraining in Diffusion Models☆59Jan 16, 2026Updated 2 months ago
- This repository contains the code for our ICML 2025 paper——LENSLLM: Unveiling Fine-Tuning Dynamics for LLM Selection🎉☆26May 29, 2025Updated 9 months ago
- Official implementation for the paper "Controlled Sparsity via Constrained Optimization"☆11Aug 10, 2022Updated 3 years ago
- [CVPR 2025] QuartDepth☆17Mar 24, 2025Updated 11 months ago