VirtuosoResearch
We are a group of computer science and machine learning researchers led by Hongyang (Ryan) Zhang
United States of America
Pinned Repositories
Boosting-multitask-learning-on-graphs
A boosting procedure for multitask learning on graph-structured data
Generalization-in-graph-neural-networks
Measuring generalization properties of graph neural networks
ML4RoadSafety
A dataset for traffic accident analysis in the US
Multitask-Learning-and-Fine-Tuning
Recent papers and projects in multitask Learning, fine-tuning, and their applications
Noise-stability-optimization
A Hessian-based regularization approach for finding flat minima
Regularized-Self-Labeling
A regularized self-labeling approach to improve the generalization and robustness of fine-tuned models
Robust-Fine-Tuning
Measuring generalization properties of fine-tuning using Hessian
Scalable-finetuning
A scalable algorithm for fine-tuning LMs on multiple data sources
ScalableMTL
A scalable task grouping method using linearized estimation of task affinity scores
Task-Modeling
Modeling task relationships with surrogate modeling
VirtuosoResearch's Repositories
VirtuosoResearch/Regularized-Self-Labeling
A regularized self-labeling approach to improve the generalization and robustness of fine-tuned models
VirtuosoResearch/ML4RoadSafety
A dataset for traffic accident analysis in the US
VirtuosoResearch/Generalization-in-graph-neural-networks
Measuring generalization properties of graph neural networks
VirtuosoResearch/Boosting-multitask-learning-on-graphs
A boosting procedure for multitask learning on graph-structured data
VirtuosoResearch/Multitask-Learning-and-Fine-Tuning
Recent papers and projects in multitask Learning, fine-tuning, and their applications
VirtuosoResearch/Robust-Fine-Tuning
Measuring generalization properties of fine-tuning using Hessian
VirtuosoResearch/ScalableMTL
A scalable task grouping method using linearized estimation of task affinity scores
VirtuosoResearch/Task-Modeling
Modeling task relationships with surrogate modeling
VirtuosoResearch/Noise-stability-optimization
A Hessian-based regularization approach for finding flat minima
VirtuosoResearch/Scalable-finetuning
A scalable algorithm for fine-tuning LMs on multiple data sources
VirtuosoResearch/Designing-Intervention-on-Mobility-Networks
Mitigating epidemic spread with mobility network modeling
VirtuosoResearch/Generating-project-summaries
VirtuosoResearch/BERT-Fine-Tuning
A primer of transformer models and fine-tuning on language tasks
VirtuosoResearch/DeepFake-Detection
VirtuosoResearch/Distribution-Shifts-in-CMNIST
VirtuosoResearch/Tree-data-augmentation
A top-down search algorithm to construct tree-structured composition of data augmentation
VirtuosoResearch/virtuosoresearch.github.io
group website