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Embedding Comparator: Visualizing Differences in Global Structure and Local Neighborhoods via Small Multiples

10 December 2019

Papers citing "Embedding Comparator: Visualizing Differences in Global Structure and Local Neighborhoods via Small Multiples"

34 / 34 papers shown

Title
Towards an Explainable Comparison and Alignment of Feature Embeddings Mohammad Jalali Bahar Dibaei Nia Farzan Farnia 46 0 0 06 Jun 2025
Towards Uncertainty Aware Task Delegation and Human-AI Collaborative Decision-Making Min Hun Lee Martyn Zhe Yu Tok 45 0 0 23 May 2025
Interactivity x Explainability: Toward Understanding How Interactivity Can Improve Computer Vision Explanations Indu Panigrahi Sunnie S. Y. Kim Amna Liaqat Rohan Jinturkar Olga Russakovsky Ruth C. Fong Parastoo Abtahi FAtt HAI 251 1 0 14 Apr 2025
Shared Global and Local Geometry of Language Model Embeddings Andrew Lee Melanie Weber F. Viégas Martin Wattenberg FedML 113 7 0 27 Mar 2025
CryoBench: Diverse and challenging datasets for the heterogeneity problem in cryo-EM Minkyu Jeon Rishwanth Raghu Miro A. Astore Geoffrey Woollard Ryan Feathers Alkin Kaz Sonya M. Hanson Pilar Cossio Ellen D. Zhong 96 10 0 17 Jan 2025
Interactive Example-based Explanations to Improve Health Professionals' Onboarding with AI for Human-AI Collaborative Decision Making Min Hun Lee Renee Bao Xuan Ng Silvana Xin Yi Choo S. Thilarajah 50 1 0 24 Sep 2024
Charting EDA: Characterizing Interactive Visualization Use in Computational Notebooks with a Mixed-Methods Formalism Dylan Wootton Amy Rae Fox Evan Peck Arvind Satyanarayan 55 3 0 16 Sep 2024
Linking Robustness and Generalization: A k* Distribution Analysis of Concept Clustering in Latent Space for Vision Models Shashank Kotyan Pin-Yu Chen Danilo Vasconcellos Vargas OOD 74 0 0 17 Aug 2024
Compress and Compare: Interactively Evaluating Efficiency and Behavior Across ML Model Compression Experiments Angie Boggust Venkatesh Sivaraman Yannick Assogba Donghao Ren Dominik Moritz Fred Hohman VLM 81 3 0 06 Aug 2024
A Large-Scale Sensitivity Analysis on Latent Embeddings and Dimensionality Reductions for Text Spatializations Daniel Atzberger Tim Cech Willy Scheibel Jürgen Döllner M. Behrisch Tobias Schreck 98 4 0 25 Jul 2024
Concept Lens: Visually Analyzing the Consistency of Semantic Manipulation in GANs S. Jeong Mingwei Li Matthew Berger Shusen Liu 121 0 0 28 Jun 2024
Improving Health Professionals' Onboarding with AI and XAI for Trustworthy Human-AI Collaborative Decision Making Min Hun Lee Silvana Xin Yi Choo S. Thilarajah 69 1 0 26 May 2024
LLM Comparator: Visual Analytics for Side-by-Side Evaluation of Large Language Models Minsuk Kahng Ian Tenney Mahima Pushkarna Michael Xieyang Liu James Wexler Emily Reif Krystal Kallarackal Minsuk Chang Michael Terry Lucas Dixon 134 22 0 16 Feb 2024
Layer-Wise Analysis of Self-Supervised Acoustic Word Embeddings: A Study on Speech Emotion Recognition Alexandra Saliba Yuanchao Li Ramon Sanabria Catherine Lai 94 11 0 04 Feb 2024
On the verification of Embeddings using Hybrid Markov Logic Anup Shakya Abisha Thapa Magar Somdeb Sarkhel Deepak Venugopal 43 2 0 13 Dec 2023
k* Distribution: Evaluating the Latent Space of Deep Neural Networks using Local Neighborhood Analysis Shashank Kotyan Tatsuya Ueda Danilo Vasconcellos Vargas 70 2 0 07 Dec 2023
Latent Space Explorer: Visual Analytics for Multimodal Latent Space Exploration Bum Chul Kwon S. Friedman Kai Xu S. Lubitz Anthony Philippakis P. Batra P. Ellinor Kenney Ng 50 1 0 01 Dec 2023
RekomGNN: Visualizing, Contextualizing and Evaluating Graph Neural Networks Recommendations C. Brumar G. Appleby Jen Rogers Teddy Matinde Lara Thompson Remco Chang Anamaria Crisan HAI 69 1 0 17 Oct 2023
DiffusionWorldViewer: Exposing and Broadening the Worldview Reflected by Generative Text-to-Image Models Zoe De Simone Angie Boggust Arvindmani Satyanarayan Ashia Wilson 64 1 0 18 Sep 2023
One Wide Feedforward is All You Need Telmo Pires António V. Lopes Yannick Assogba Hendra Setiawan 78 13 0 04 Sep 2023
Class-constrained t-SNE: Combining Data Features and Class Probabilities Linhao Meng S. V. D. Elzen Nicola Pezzotti Anna Vilanova 66 17 0 26 Aug 2023
EmbeddingTree: Hierarchical Exploration of Entity Features in Embedding Yan Zheng Junpeng Wang Chin-Chia Michael Yeh Yujie Fan Huiyuan Chen Liang Wang Wei Zhang 60 2 0 02 Aug 2023
WizMap: Scalable Interactive Visualization for Exploring Large Machine Learning Embeddings Zijie J. Wang Fred Hohman Duen Horng Chau 77 23 0 15 Jun 2023
AttentionViz: A Global View of Transformer Attention Catherine Yeh Yida Chen Aoyu Wu Cynthia Chen Fernanda Viégas Martin Wattenberg ViT 79 55 0 04 May 2023
SensePOLAR: Word sense aware interpretability for pre-trained contextual word embeddings Jan Engler Sandipan Sikdar Marlene Lutz M. Strohmaier 85 7 0 11 Jan 2023
The Role of Interactive Visualization in Explaining (Large) NLP Models: from Data to Inference R. Brath Daniel A. Keim Johannes Knittel Shimei Pan Pia Sommerauer Hendrik Strobelt 51 11 0 11 Jan 2023
VideoMap: Supporting Video Editing Exploration, Brainstorming, and Prototyping in the Latent Space David Chuan-En Lin Fabian Caba Heilbron Joon-Young Lee Oliver Wang Nikolas Martelaro VGen 77 4 0 22 Nov 2022
BiaScope: Visual Unfairness Diagnosis for Graph Embeddings Agapi Rissaki Bruno Scarone David Liu Aditeya Pandey Brennan Klein Tina Eliassi-Rad M. Borkin FaML 78 6 0 12 Oct 2022
Visual Comparison of Language Model Adaptation Rita Sevastjanova E. Cakmak Shauli Ravfogel Ryan Cotterell Mennatallah El-Assady VLM 94 16 0 17 Aug 2022
ConceptExplainer: Interactive Explanation for Deep Neural Networks from a Concept Perspective Jinbin Huang Aditi Mishra Bum Chul Kwon Chris Bryan FAtt HAI 123 33 0 04 Apr 2022
Emblaze: Illuminating Machine Learning Representations through Interactive Comparison of Embedding Spaces Venkatesh Sivaraman Yiwei Wu Adam Perer 74 22 0 05 Feb 2022
Intuitively Assessing ML Model Reliability through Example-Based Explanations and Editing Model Inputs Harini Suresh Kathleen M. Lewis John Guttag Arvind Satyanarayan FAtt 93 26 0 17 Feb 2021
A journey in ESN and LSTM visualisations on a language task Alexandre Variengien X. Hinaut 128 9 0 03 Dec 2020
Visually Analyzing Contextualized Embeddings M. Berger 51 13 0 05 Sep 2020