Methods › General › Interpretability › Visual Analytics
Visual Analytics
Introduced by Hsiao-Ying Lu et al. in Visual Analytics of Multivariate Networks with Representation Learning and Composite Variable Construction
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The archive carries no description for this method.
Papers archive 2025-07-28
30 shown of 78, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Stop Misusing t-SNE and UMAP for Visual Analytics 10 Jun 2025 · 0 repositories · arXiv:2506.08725
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Navigating High-Dimensional Backstage: A Guide for Exploring Literature for the Reliable Use of Dimensionality Reduction 10 Jun 2025 · 0 repositories · arXiv:2506.14820
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VizCV: AI-assisted visualization of researchers' publications tracks 13 May 2025 · 0 repositories · arXiv:2505.08691
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ChannelExplorer: Exploring Class Separability Through Activation Channel Visualization 6 May 2025 · 0 repositories · arXiv:2505.04647
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VISLIX: An XAI Framework for Validating Vision Models with Slice Discovery and Analysis 6 May 2025 · 0 repositories · arXiv:2505.03132
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LayerFlow: Layer-wise Exploration of LLM Embeddings using Uncertainty-aware Interlinked Projections 9 Apr 2025 · 0 repositories · arXiv:2504.10504
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A Multimedia Analytics Model for the Foundation Model Era 8 Apr 2025 · 0 repositories · arXiv:2504.06138
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A Review on Large Language Models for Visual Analytics 19 Mar 2025 · 0 repositories · arXiv:2503.15176
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VizTrust: A Visual Analytics Tool for Capturing User Trust Dynamics in Human-AI Communication 10 Mar 2025 · 1 repository · arXiv:2503.07279
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InterChat: Enhancing Generative Visual Analytics using Multimodal Interactions 6 Mar 2025 · 0 repositories · arXiv:2503.04110
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Comparing Native and Non-native English Speakers' Behaviors in Collaborative Writing through Visual Analytics 25 Feb 2025 · 0 repositories · arXiv:2502.18681
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Into the Void: Mapping the Unseen Gaps in High Dimensional Data 25 Jan 2025 · 0 repositories · arXiv:2501.15273
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Explainable XR: Understanding User Behaviors of XR Environments using LLM-assisted Analytics Framework 23 Jan 2025 · 1 repository · arXiv:2501.13778
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ParetoLens: A Visual Analytics Framework for Exploring Solution Sets of Multi-objective Evolutionary Algorithms 6 Jan 2025 · 0 repositories · arXiv:2501.02857
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Adaptive Signal Analysis for Automated Subsurface Defect Detection Using Impact Echo in Concrete Slabs 23 Dec 2024 · 0 repositories · arXiv:2412.17953
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AI-in-the-loop: The future of biomedical visual analytics applications in the era of AI 20 Dec 2024 · 0 repositories · arXiv:2412.15876
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ASPIRE: Assistive System for Performance Evaluation in IR 20 Dec 2024 · 1 repository · arXiv:2412.15759
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Explainable AI for Multivariate Time Series Pattern Exploration: Latent Space Visual Analytics with Temporal Fusion Transformer and Variational Autoencoders in Power Grid Event Diagnosis 20 Dec 2024 · 0 repositories · arXiv:2412.16098
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LossLens: Diagnostics for Machine Learning through Loss Landscape Visual Analytics 17 Dec 2024 · 0 repositories · arXiv:2412.13321
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CoVis: A Collaborative Framework for Fine-grained Graphic Visual Understanding 27 Nov 2024 · 0 repositories · arXiv:2411.18764
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CausalChat: Interactive Causal Model Development and Refinement Using Large Language Models 18 Oct 2024 · 0 repositories · arXiv:2410.14146
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ARPOV: Expanding Visualization of Object Detection in AR with Panoramic Mosaic Stitching 1 Oct 2024 · 0 repositories · arXiv:2410.01055
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iGAiVA: Integrated Generative AI and Visual Analytics in a Machine Learning Workflow for Text Classification 24 Sep 2024 · 1 repository · arXiv:2409.15848
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LLM-Assisted Visual Analytics: Opportunities and Challenges 4 Sep 2024 · 0 repositories · arXiv:2409.02691
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Simbanex: Similarity-based Exploration of IEEE VIS Publications 31 Aug 2024 · 0 repositories · arXiv:2409.00478
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Interactive dense pixel visualizations for time series and model attribution explanations 27 Aug 2024 · 0 repositories · arXiv:2408.15073
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Aiding Humans in Financial Fraud Decision Making: Toward an XAI-Visualization Framework 26 Aug 2024 · 0 repositories · arXiv:2408.14552
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Exploring Scalability in Large-Scale Time Series in DeepVATS framework 8 Aug 2024 · 1 repository · arXiv:2408.04692
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ParetoTracker: Understanding Population Dynamics in Multi-objective Evolutionary Algorithms through Visual Analytics 8 Aug 2024 · 1 repository · arXiv:2408.04539
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Compress and Compare: Interactively Evaluating Efficiency and Behavior Across ML Model Compression Experiments 6 Aug 2024 · 0 repositories · arXiv:2408.03274
Tasks archive 2025-07-28
20 shown of 86 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections