[ICML 2024] Junk DNA Hypothesis: A Task-Centric Angle of LLM Pre-trained Weights through Sparsity; Lu Yin*, Ajay Jaiswal*, Shiwei Liu, Souvik Kundu, Zhangyang Wang
☆16Apr 21, 2025Updated last year
Alternatives and similar repositories for Junk_DNA_Hypothesis
Users that are interested in Junk_DNA_Hypothesis 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 is the official code for UGTs.☆13Feb 8, 2023Updated 3 years ago
- Code for testing DCT plus Sparse (DCTpS) networks☆14Jun 15, 2021Updated 5 years ago
- Official PyTorch implementation of CD-MOE☆12Mar 18, 2026Updated 6 months ago
- [Neurips 2021] Sparse Training via Boosting Pruning Plasticity with Neuroregeneration☆31Feb 11, 2023Updated 3 years ago
- Boosting Driving Scene Understanding with Advanced Vision-Language Models☆33May 19, 2023Updated 3 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Supporting code for "LLMs for your iPhone: Whole-Tensor 4 Bit Quantization"☆11Mar 31, 2024Updated 2 years ago
- Official Pytorch Implementation of "Outlier-weighed Layerwise Sampling for LLM Fine-tuning" by Pengxiang Li, Lu Yin, Xiaowei Gao, Shiwei …☆35Jun 3, 2025Updated last year
- ☆42Oct 31, 2024Updated last year
- [ICLR 2023] "Sparsity May Cry: Let Us Fail (Current) Sparse Neural Networks Together!" Shiwei Liu, Tianlong Chen, Zhenyu Zhang, Xuxi Chen…☆28Aug 29, 2023Updated 3 years ago
- [ICLR 2022] The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training by Shiwei Liu, Tianlo…☆79Jan 9, 2023Updated 3 years ago
- [ICML 2021] "Do We Actually Need Dense Over-Parameterization? In-Time Over-Parameterization in Sparse Training" by Shiwei Liu, Lu Yin, De…☆46Nov 11, 2023Updated 2 years ago
- [CVPR 2024] "Taming Mode Collapse in Score Distillation for Text-to-3D Generation" by Peihao Wang, Dejia Xu, Zhiwen Fan, Dilin Wang, Srey…☆51Feb 2, 2024Updated 2 years ago
- An assemble of various world model including dreamer v2 and v3☆10Sep 9, 2023Updated 3 years ago
- [NeurIPS 2020] "The Lottery Ticket Hypothesis for Pre-trained BERT Networks", Tianlong Chen, Jonathan Frankle, Shiyu Chang, Sijia Liu, Ya…☆141Dec 30, 2021Updated 4 years 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.
- [ICML2022] Training Your Sparse Neural Network Better with Any Mask. Ajay Jaiswal, Haoyu Ma, Tianlong Chen, ying Ding, and Zhangyang Wang☆30Jul 24, 2022Updated 4 years ago
- NN1 network from FaceNet: A Unified Embedding for Face Recognition and Clustering, in Keras.☆11Jun 13, 2017Updated 9 years ago
- [ICLR 2023] "Sparse MoE as the New Dropout: Scaling Dense and Self-Slimmable Transformers" by Tianlong Chen*, Zhenyu Zhang*, Ajay Jaiswal…☆56Feb 28, 2023Updated 3 years ago
- [ICML‘2024] "LoCoCo: Dropping In Convolutions for Long Context Compression", Ruisi Cai, Yuandong Tian, Zhangyang Wang, Beidi Chen☆17Sep 7, 2024Updated 2 years ago
- Code repository for "RL Grokking Recipe: How RL Unlocks and Transfers New Algorithms in LLMs""☆35Oct 12, 2025Updated 11 months ago
- OpenAI GPT model to build your personal assistant in IoT devices. Just like Alexa, Google Assistant, Siri, etc. but with your own skills,…☆12Aug 7, 2023Updated 3 years ago
- [ECMLPKDD 2020] "Topological Insights into Sparse Neural Networks"☆13May 2, 2022Updated 4 years ago
- [EMNLP 2024] RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization☆40Sep 24, 2024Updated 2 years ago
- Comparison of method "Pruning at initialization prior to training" (Synflow/SNIP/GraSP) in PyTorch☆18May 12, 2024Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- [ICML2024] Learning Divergence Fields for Shift-Robust Graph Representations☆11Aug 15, 2024Updated 2 years ago
- ☆19Nov 10, 2024Updated last year
- Code for "Picking Winning Tickets Before Training by Preserving Gradient Flow" https://openreview.net/pdf?id=SkgsACVKPH☆106Feb 18, 2020Updated 6 years ago
- Basic image segmentation & compression using K-Means clustering☆14Feb 28, 2019Updated 7 years ago
- Use contrastive learning to train a large language model (LLM) as a retriever☆12Jul 19, 2024Updated 2 years ago
- Official implementation for "Sparse Concept Bottleneck Models: Gumbel Tricks in Contrastive Learning"☆12Jun 20, 2025Updated last year
- A Signal Propagation Perspective for Pruning Neural Networks at Initialization☆14Jun 23, 2020Updated 6 years ago
- ☆11Nov 16, 2024Updated last year
- Image retrieval with triplet loss☆17Jun 20, 2018Updated 8 years ago
- 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.
- [NeurIPS 2022] "Randomized Channel Shuffling: Minimal-Overhead Backdoor Attack Detection without Clean Datasets" by Ruisi Cai*, Zhenyu Zh…☆21Oct 1, 2022Updated 3 years ago
- EfficientVLM: Fast and Accurate Vision-Language Models via Knowledge Distillation and Modal-adaptive Pruning (ACL 2023)☆33Jul 18, 2023Updated 3 years ago
- Code for reproducing "AC/DC: Alternating Compressed/DeCompressed Training of Deep Neural Networks" (NeurIPS 2021)☆23Nov 9, 2021Updated 4 years ago
- [Machine Learning Journal (ECML-PKDD 2022 journal track)] Quick and Robust Feature Selection: the Strength of Energy-efficient Sparse Tra…☆19Oct 2, 2023Updated 2 years ago
- [ACL 2025] Outlier-Safe Pre-Training for Robust 4-Bit Quantization of Large Language Models☆39Nov 4, 2025Updated 10 months ago
- [CHIL 2024] Interpretation of Intracardiac Electrograms Through Textual Representations☆12Sep 4, 2024Updated 2 years ago
- Official implementation for GraphDE: A Generative Framework for Debiased Learning and Out-of-Distribution Detection on Graphs (NeurIPS 20…☆20Oct 14, 2022Updated 3 years ago