Projects and Publications

Interpreting AI models via visualizations

• LatentGandr: Visual Exploration of Generative AI Latent Space via Local Embeddings
• Visualizing Neural Networks with the Grand Tour [html]
• Comparing DNNs with UMAP Tour [html] [VISxAI Slides] [arXiv]
• ConceptLens
• CAN
• CUPID
• Understanding capsule networks [html]

Interactive visualization tools

• DimBridge: Interactive Explanation of Visual Patterns in Dimensionality Reductions with Predicate Logic [arXiv] [demo] [video demo]
• UnProjection: Leveraging Inverse-Projections for Visual Analytics of High-Dimensional Data. We learned inverse mapping of dimensionality reduction plots [demo on MNIST] [demo on FashionMNIST] [arXiv]
• Neuralcubes: Deep representations for visual data exploration [arXiv]

Graph Layout algorithms, Network Visualizations

• Graph Drawing via Gradient Descent, (GD)^2 [arXiv] [demo]
• Multicriteria Scalable Graph Drawing via Stochastic Gradient Descent, (SGD)^2 [arXiv] [GitHub]
• A scalable method for readable tree layouts
• Visualizing evolving trees

Visual Perceptions, User Studies

• Graphical Perception of Saliency-based Model Explanations
• Looks good to me: Visualizations as sanity checks [pdf]

Interactive Explainables

Domain Applications

• AlloyLen
• Data-Driven Insights on the Impact of Functionalization on Metal–Organic Framework Free Energies
• SynMapN: Interactive Visual Comparison for Multiple Genomes [summary] [poster]