VITA-Group / Junk_DNA_HypothesisView external linksLinks
[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 9 months ago
Alternatives and similar repositories for Junk_DNA_Hypothesis
Users that are interested in Junk_DNA_Hypothesis are comparing it to the libraries listed below
Sorting:
- Supporting code for "LLMs for your iPhone: Whole-Tensor 4 Bit Quantization"☆11Mar 31, 2024Updated last year
- [ICLR 2024] Jaiswal, A., Gan, Z., Du, X., Zhang, B., Wang, Z., & Yang, Y. Compressing llms: The truth is rarely pure and never simple.☆27Apr 21, 2025Updated 9 months ago
- Official PyTorch implementation of CD-MOE☆12Mar 29, 2025Updated 10 months ago
- [Neurips 2021] Sparse Training via Boosting Pruning Plasticity with Neuroregeneration☆31Feb 11, 2023Updated 3 years ago
- ☆43Oct 31, 2024Updated last year
- [NeurIPS‘2021] "MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge", Geng Yuan, Xiaolong Ma, Yanzhi Wang et al…☆18Mar 16, 2022Updated 3 years ago
- Code for "ECoFLaP: Efficient Coarse-to-Fine Layer-Wise Pruning for Vision-Language Models" (ICLR 2024)☆20Feb 16, 2024Updated last year
- [ICLR 2023] "Sparse MoE as the New Dropout: Scaling Dense and Self-Slimmable Transformers" by Tianlong Chen*, Zhenyu Zhang*, Ajay Jaiswal…☆56Feb 28, 2023Updated 2 years ago
- [ICML2022] Training Your Sparse Neural Network Better with Any Mask. Ajay Jaiswal, Haoyu Ma, Tianlong Chen, ying Ding, and Zhangyang Wang☆30Jul 24, 2022Updated 3 years ago
- [ICLR 2023] "Sparsity May Cry: Let Us Fail (Current) Sparse Neural Networks Together!" Shiwei Liu, Tianlong Chen, Zhenyu Zhang, Xuxi Chen…☆28Aug 29, 2023Updated 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 8 months ago
- LongProc: Benchmarking Long-Context Language Models on Long Procedural Generation☆33Oct 11, 2025Updated 4 months ago
- Official implementation for "Sparse Concept Bottleneck Models: Gumbel Tricks in Contrastive Learning"☆12Jun 20, 2025Updated 7 months ago
- EfficientVLM: Fast and Accurate Vision-Language Models via Knowledge Distillation and Modal-adaptive Pruning (ACL 2023)☆33Jul 18, 2023Updated 2 years ago
- Code for "Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes"☆30Mar 28, 2024Updated last year
- Code for "APTBench: Benchmarking Agentic Potential of Base LLMs During Pre-Training"☆36Dec 23, 2025Updated last month
- [EMNLP 2024] RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization☆37Sep 24, 2024Updated last year
- Boosting Driving Scene Understanding with Advanced Vision-Language Models☆33May 19, 2023Updated 2 years ago
- ☆36May 25, 2023Updated 2 years ago
- ☆34Apr 19, 2024Updated last year
- ☆12Aug 6, 2024Updated last year
- This is a data repository for the ACL 2020 paper: "Let Me Choose: From Verbal Context to Font Selection"☆10May 5, 2020Updated 5 years ago
- [MLHC 2021] Model Selection for Offline RL: Practical Considerations for Healthcare Settings. https://arxiv.org/abs/2107.11003☆10Oct 6, 2022Updated 3 years ago
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆180Oct 3, 2024Updated last year
- [ICLR‘24 Spotlight] Code for the paper "Merge, Then Compress: Demystify Efficient SMoE with Hints from Its Routing Policy"☆103Jun 20, 2025Updated 7 months ago
- Fastai+PyTorch implementation of sparse model training methods (SET, SNFS, RigL) + customize-your-own.☆10Oct 20, 2022Updated 3 years ago
- Evaluating GPT-OSS on BrowseComp-Plus with Native Browsering Tools☆15Oct 17, 2025Updated 3 months ago
- ☆11Oct 11, 2023Updated 2 years ago
- 基于Hadoop的k_means实现对NBA球队球风聚类☆10Apr 22, 2019Updated 6 years ago
- This is the official code for CoRL 2022 "Robustness Certification of Visual Perception Models via Camera Motion Smoothing"☆11Apr 5, 2023Updated 2 years ago
- Code for the paper Multi-Armed Bandits with Correlated Arms☆10Jun 3, 2021Updated 4 years ago
- ☆16Jul 29, 2025Updated 6 months ago
- ☆11Apr 5, 2023Updated 2 years ago
- The Conceptual Coverage Across Languages Benchmark for Text-to-Image Models☆12Oct 28, 2024Updated last year
- Vectorgraph Image Painter☆12Mar 24, 2019Updated 6 years ago
- O'Reilly Course, In-Memory Computing Essentials☆10Oct 16, 2020Updated 5 years ago
- Effective Attention Sheds Light On Interpretability - Findings of ACL2021☆11May 16, 2021Updated 4 years ago
- ☆10Oct 7, 2019Updated 6 years ago
- ChineseCLIP using online learning☆13Nov 7, 2022Updated 3 years ago