Volume Visualization & Uncertainty
Uncertainty-Aware Visual Analysis of Force Networks in 2D Granular Materials
Authors: Evers, Marina, Naseer, Abrar, Murthy, Tejas G., Natarajan, Vijay, Bin Masood, Talha, Weiskopf, Daniel, Hotz, Ingrid
- Use a disk metaphor, part into subsection to vis. directional UC
Uncertainty Visualization for Biomolecular Structures: An Empirical Evaluation
Authors: Sterzik, A., Merk, N., Lawonn, K.
Coffee break
Visual Analytics for Science and Engineering
GraphHeatY: Graph-Centered Visual Analysis for Building Design
Authors: Walch, A., Szabo, A., Vuckovic, M., Gröller, E., Schmidt, J.
GEVIS: A Workflow-Driven Visual Analytics Approach to Differential Gene Expression Analysis
Authors: Blasilli, G., Fortunato, F., Santaroni, C., Fiscon, G., Santucci, G.
- Potential RL for GIBBER?
SemiConLens : Visual Analytics for 2D Semiconductor Discovery
Authors: Athapaththu, Kavinda, Chen, Shiwei, Fang, Yuan, Mitra, Sanchali, Ang, Yee Sin, Wang, Yong
- RL for AlloyInter/ParamInter
A Scalable System for Visual Analysis of Ocean Data
Authors: Jain, Toshit, Singh, Upkar, Singh, Varun, Boda, Vijay Kumar, Hotz, Ingrid, Vadhiyar, Sathish S., Vinayachandran, P. N., Natarajan, Vijay
Lunch break
Dimensionality Reduction & Projections
Class Angular Distortion Index for Dimensionality Reduction
Authors: Gunaratne, Kaviru, Kobourov, Stephen, Miller, Jacob
- Scoring method
- Idea: view of cluster from the center of others…
- Good for ring-formed structures
SPINE: VAE-driven Counterfactuals for Decision Boundary Maps
Authors: Bloemen, I.M., Prasad, V., Paulovich, F. V.
- XAI method for boundaries!
- Current methods are hard and only sample synthetic data points!
- Their method: sample boundary by interpolating and retrieving boundary points from dataset + AE, counterfactual-related — they are implicitly generating the CFs
- Eval: KL-divergence, dim-analysis, precision of boundary
FluidMap: Proportional and Spatially Consistent Layout Enrichments in Multidimensional Projections
No authors found
No EG link found
- Eval of datasets with duplicates
- Idea: use background as ‘negative’ space, and ‘flow’ data points into space - vs. Voronoi patterns, Q: is this perceptually better than scatter plots?
OM4AnI: A Novel Overlap Measure for Anomaly Identification in Multi-Class Scatterplots
No authors found
No EG link found
- Anomaly detection in scatterplots
- Overlaps, unusual DP, …
Coffee break
Tools
UrbanClipAtlas: A Visual Analytics Framework for Event and Scene Retrieval in Urban Videos
Authors: Perca, J., Sante, L., Heredia, J., Rulff, J., Silva, C., Poco, J.
- RAG + LM for videos over scene understanding based on taxonomy, generates KG (of unknown accuracy) of scene
- Weakness: LM accuracy, retrieval performance?
- RL for RE
Symetra: Visual Analytics for the Parameter Tuning Process of Symbolic Execution Engines
Authors: Hong, D., Kim, M., Cha, S., Jo, J.
Interactive Groupwise Comparison for Reinforcement Learning from Human Feedback
No authors found
No EG link found
- Collect preferences from a single expert (instead of wide noisy labelelers)
- … without too much effort!
- Approach: compare groups! - but over hierarchies!
- Fallacy: hierarchies can quickly be selected wrongly
With great power comes great responsibility!
arxiv
DaV3is: Data Flow-Based Vulnerability Verification Through Visualization
No authors found
No EG link found
- the 3 is silent ;)