alvin-zyl / CoLALinks
Implementation of CoLA: Compute-Efficient Pre-Training of LLMs via Low-Rank Activation
☆23Updated 8 months ago
Alternatives and similar repositories for CoLA
Users that are interested in CoLA are comparing it to the libraries listed below
Sorting:
- The official implementation for [NeurIPS2025 Oral] Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink…☆95Updated last month
- LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning☆35Updated last year
- A Sober Look at Language Model Reasoning☆84Updated last week
- Kinetics: Rethinking Test-Time Scaling Laws☆81Updated 3 months ago
- [ICLR 2025] When Attention Sink Emerges in Language Models: An Empirical View (Spotlight)☆128Updated 3 months ago
- [ICLR‘24 Spotlight] Code for the paper "Merge, Then Compress: Demystify Efficient SMoE with Hints from Its Routing Policy"☆95Updated 3 months 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 5 months ago
- Code accompanying the paper "Massive Activations in Large Language Models"☆184Updated last year
- Official code for SEAL: Steerable Reasoning Calibration of Large Language Models for Free☆44Updated 6 months ago
- ☆38Updated last year
- ☆20Updated 10 months ago
- Code for "Reasoning to Learn from Latent Thoughts"☆121Updated 6 months ago
- ☆44Updated 3 weeks ago
- Test-time-training on nearest neighbors for large language models☆46Updated last year
- Long Context Extension and Generalization in LLMs☆61Updated last year
- Code for ICLR 2025 Paper "What is Wrong with Perplexity for Long-context Language Modeling?"☆102Updated last week
- ThinK: Thinner Key Cache by Query-Driven Pruning☆24Updated 8 months ago
- ☆101Updated last month
- [ICLR 2023] "Sparse MoE as the New Dropout: Scaling Dense and Self-Slimmable Transformers" by Tianlong Chen*, Zhenyu Zhang*, Ajay Jaiswal…☆55Updated 2 years ago
- SLTrain: a sparse plus low-rank approach for parameter and memory efficient pretraining (NeurIPS 2024)☆34Updated 11 months ago
- Repo for ACL2023 Findings paper "Emergent Modularity in Pre-trained Transformers"☆25Updated 2 years ago
- The official implementation of the paper "Towards Efficient Mixture of Experts: A Holistic Study of Compression Techniques (TMLR)".☆78Updated 7 months ago
- ☆140Updated last year
- ☆10Updated last year
- Official PyTorch Implementation of EMoE: Unlocking Emergent Modularity in Large Language Models [main conference @ NAACL2024]☆35Updated last year
- Stick-breaking attention☆60Updated 3 months ago
- The source code of "Merging Experts into One: Improving Computational Efficiency of Mixture of Experts (EMNLP 2023)":☆38Updated last year
- Codes for Merging Large Language Models☆33Updated last year
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆80Updated 11 months ago
- AnchorAttention: Improved attention for LLMs long-context training☆213Updated 9 months ago