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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2026 10representative citing papers
Episodic framing of text in mass shooting data visualizations elicits more negative emotions than thematic framing and indirectly increases support for gun control policies.
CriterionSI infers clustering criteria from sequential user drags via LLMs to produce progressively aligned image cluster layouts.
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.
VArify introduces a tree visualization to support human verification of GraphRAG evidence for LLM responses in food science, evaluated in a study with six domain experts.
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.
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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.