mlsanityData to 14 Oct 2026

Embedding Projector: Interactive Visualization and Interpretation of Embeddings

arXiv 1611.05469 ↗First posted 16 Nov 2016stat.ML cs.HCcited by 44

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Abstract (arXiv)

Embeddings are ubiquitous in machine learning, appearing in recommender systems, NLP, and many other applications. Researchers and developers often need to explore the properties of a specific embedding, and one way to analyze embeddings is to visualize them. We present the Embedding Projector, a tool for interactive visualization and interpretation of embeddings.

Key facts. Cited by 44 papers in the map (data through 14 Oct 2026). First posted on arXiv 16 Nov 2016.

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 12; 2022: 7; 2023: 12; 2024: 4; 2025: 3; 2026: 6.

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  1. 2023AttentionViz: A Global View of Transformer Attentioncited by 50
  2. 2023WizMap: Scalable Interactive Visualization for Exploring Large Machine Learning Embeddingscited by 28
  3. 2021Evaluating the Interpretability of Generative Models by Interactive Reconstructioncited by 17
  4. 2021HW2VEC: A Graph Learning Tool for Automating Hardware Securitycited by 16
  5. 2022Emblaze: Illuminating Machine Learning Representations through Interactive Comparison of Embedding Spacescited by 16
  6. 2021Explainability Is in the Mind of the Beholder: Establishing the Foundations of Explainable Artificial Intelligencecited by 13
  7. 2022DendroMap: Visual Exploration of Large-Scale Image Datasets for Machine Learning with Treemapscited by 12
  8. 2026From Directions to Regions: Decomposing Activations in Language Models via Local Geometrycited by 12
  9. 2021T3-Vis: a visual analytic framework for Training and fine-Tuning Transformers in NLPcited by 11
  10. 2021WordBias: An Interactive Visual Tool for Discovering Intersectional Biases Encoded in Word Embeddingscited by 8
  11. 2021Visualizing Graph Neural Networks with CorGIE: Corresponding a Graph to Its Embeddingcited by 8
  12. 2022DASH: Visual Analytics for Debiasing Image Classification via User-Driven Synthetic Data Augmentationcited by 7
32 more
  1. 2025Embedding Atlas: Low-Friction, Interactive Embedding Visualizationcited by 7
  2. 2024Exploring Empty Spaces: Human-in-the-Loop Data Augmentationcited by 6
  3. 2022VideoMap: Supporting Video Editing Exploration, Brainstorming, and Prototyping in the Latent Spacecited by 4
  4. 2023DeepVATS: Deep Visual Analytics for Time Seriescited by 4
  5. 2023Visual Analytics for Efficient Image Exploration and User-Guided Image Captioningcited by 4
  6. 2021VERB: Visualizing and Interpreting Bias Mitigation Techniques for Word Representationscited by 3
  7. 2022Urban Rhapsody: Large-scale exploration of urban soundscapescited by 3
  8. 2023Are We Closing the Loop Yet? Gaps in the Generalizability of VIS4ML Researchcited by 3
  9. 2023A boundary-aware point clustering approach in Euclidean and embedding spaces for roof plane segmentationcited by 3
  10. 2025A Scalable Approach to Clustering Embedding Projectionscited by 3
  11. 2021Explainability via Interactivity? Supporting Nonexperts' Sensemaking of Pretrained CNN by Interacting with Their Daily Surroundingscited by 2
  12. 2023Collection Space Navigator: An Interactive Visualization Interface for Multidimensional Datasetscited by 2
  13. 2023EmbeddingTree: Hierarchical Exploration of Entity Features in Embeddingcited by 2
  14. 2023k* Distribution: Evaluating the Latent Space of Deep Neural Networks using Local Neighborhood Analysiscited by 2
  15. 2024AEye: A Visualization Tool for Image Datasetscited by 2
  16. 2021TextEssence: A Tool for Interactive Analysis of Semantic Shifts Between Corporacited by 1
  17. 2023Towards Fair and Explainable AI using a Human-Centered AI Approachcited by 1
  18. 2023Self-supervised Machine Learning Based Approach to Orbit Modelling Applied to Space Traffic Managementcited by 1
  19. 2021A Neural Network-Based Linguistic Similarity Measure for Entrainment in Conversationscited by 0
  20. 2021Variance of Twitter Embeddings and Temporal Trends of COVID-19 casescited by 0
  21. 2021Human-in-the-Loop Refinement of Word Embeddingscited by 0
  22. 2022Opening the black-box of Neighbor Embedding with Hotelling's T2 statistic and Q-residualscited by 0
  23. 2022NeuroMapper: In-browser Visualizer for Neural Network Trainingcited by 0
  24. 2023Media of Langue: The Interface for Exploring Word Translation Network/Spacecited by 0
  25. 2024Audio Atlas: Visualizing and Exploring Audio Datasetscited by 0
  26. 2024ClusterChat: Multi-Feature Search for Corpus Explorationcited by 0
  27. 2025Uncovering Latent Connections in Indigenous Heritage: Semantic Pipelines for Cultural Preservation in Brazilcited by 0
  28. 2026Visualising Information Flow in Word Embeddings with Diffusion Tensor Imagingcited by 0
  29. 2026Evolving and Detecting Multi-Turn Deception using Geometric Signaturescited by 0
  30. 2026Visualizing High-Dimensional Graph Embeddings via Informed Multi-View Projectionscited by 0
  31. 2026LatentFlow: Visual Analytics for Latent Space Analysis in Molecular Graph Neural Networkscited by 0
  32. 2026LatentVerse: A Framework for Understanding Shared and Modality-Specific Information in Multimodal Latent Representationscited by 0