A survey of 55 agentic VA systems proposes a co-evolutionary framework defining four agent roles (PLANNER, CREATOR, REVIEWER, CONTEXT MANAGER) mapped to visual analytics pipeline stages along with design guidelines.
Topological Sep- aration of Vortices
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TDA on vorticity magnitude and length-scale fields in helically rotating turbulence produces Wasserstein-distance heatmaps that flag spatiotemporal signatures of strong turbulent fluctuations more sensitively than conventional statistics.
Pluot enables a single Rust visualization rendering function to execute reproducibly across languages and output formats via generated bindings.
A web system uses a Curve Segment Neighborhood Graph to support interactive community detection, force-directed layouts, and adjacency matrix views for exploring hundreds of thousands of streamlines in real time.
MAPLE enhances UMAP via self-supervised MMCRs to untangle complex manifolds, yielding clearer clusters and finer subclusters than standard UMAP at similar cost.
A conditional denoising diffusion model with classifier-free guidance synthesizes physically plausible 2D vector fields from sparse streamlines and outperforms optimization baselines.
Visualization retrieval systems can transform static collections of visualizations into dynamic, inquiry-based environments that support design exploration, data consumption, and resource management for data literacy education.
citing papers explorer
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Exploring Agentic Visual Analytics: A Co-Evolutionary Framework of Roles and Workflows
A survey of 55 agentic VA systems proposes a co-evolutionary framework defining four agent roles (PLANNER, CREATOR, REVIEWER, CONTEXT MANAGER) mapped to visual analytics pipeline stages along with design guidelines.
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Spatio-Temporal Signatures of Intermittency in Helically Rotating Turbulence through Topological Data Analysis
TDA on vorticity magnitude and length-scale fields in helically rotating turbulence produces Wasserstein-distance heatmaps that flag spatiotemporal signatures of strong turbulent fluctuations more sensitively than conventional statistics.
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Pluot: Towards 'write once, run everywhere' visualization software
Pluot enables a single Rust visualization rendering function to execute reproducibly across languages and output formats via generated bindings.
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Interactive Exploration of Large-scale Streamlines of Vector Fields via a Curve Segment Neighborhood Graph
A web system uses a Curve Segment Neighborhood Graph to support interactive community detection, force-directed layouts, and adjacency matrix views for exploring hundreds of thousands of streamlines in real time.
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MAPLE: Self-Supervised Learning-Enhanced Nonlinear Dimensionality Reduction for Visual Analysis
MAPLE enhances UMAP via self-supervised MMCRs to untangle complex manifolds, yielding clearer clusters and finer subclusters than standard UMAP at similar cost.
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Vector Field Synthesis with Sparse Streamlines Using Diffusion Model
A conditional denoising diffusion model with classifier-free guidance synthesizes physically plausible 2D vector fields from sparse streamlines and outperforms optimization baselines.
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Visualization Retrieval for Data Literacy: Position Paper
Visualization retrieval systems can transform static collections of visualizations into dynamic, inquiry-based environments that support design exploration, data consumption, and resource management for data literacy education.