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09/13/2023
VLSlice: Interactive Vision-and-Language Slice Discovery
Recent work in vision-and-language demonstrates that large-scale pretrai...
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05/19/2023
Visualizing Linguistic Diversity of Text Datasets Synthesized by Large Language Models
Large language models (LLMs) can be used to generate smaller, more refin...
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06/04/2022
Beyond Value: CHECKLIST for Testing Inferences in Planning-Based RL
Reinforcement learning (RL) agents are commonly evaluated via their expe...
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05/14/2022
Visual Exploration of Large-Scale Image Datasets for Machine Learning with Treemaps
In this paper, we present DendroMap, a novel approach to interactively e...
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09/28/2021
Identifying Reasoning Flaws in Planning-Based RL Using Tree Explanations
Enabling humans to identify potential flaws in an agent's decision makin...
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09/13/2021
From Heatmaps to Structural Explanations of Image Classifiers
This paper summarizes our endeavors in the past few years in terms of ex...
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08/18/2021
Contrastive Identification of Covariate Shift in Image Data
Identifying covariate shift is crucial for making machine learning syste...
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11/13/2020
Structured Attention Graphs for Understanding Deep Image Classifications
Attention maps are a popular way of explaining the decisions of convolut...
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04/30/2020
CNN Explainer: Learning Convolutional Neural Networks with Interactive Visualization
Deep learning's great success motivates many practitioners and students ...
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01/07/2020
CNN 101: Interactive Visual Learning for Convolutional Neural Networks
The success of deep learning solving previously-thought hard problems ha...
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04/10/2019
FairVis: Visual Analytics for Discovering Intersectional Bias in Machine Learning
The growing capability and accessibility of machine learning has led to ...
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09/05/2018
GAN Lab: Understanding Complex Deep Generative Models using Interactive Visual Experimentation
Recent success in deep learning has generated immense interest among pra...
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01/21/2018
Visual Analytics in Deep Learning: An Interrogative Survey for the Next Frontiers
Deep learning has recently seen rapid development and significant attent...
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04/06/2017