Julien Colin
5 papers · 2022–2023 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(11)
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The Questioner
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Trend Setter
Venues
Top co-authors
Research topics
Artificial Intelligence
(3)
Deep Learning
(3)
Machine Learning
(3)
Core AI · Artificial Intelligence
(3)
Computer Vision
(2)
Learning Types · Deep Learning
(2)
Core AI · Computer Vision
(1)
Core Methods
(1)
Generation
(1)
Learning Types · Machine Learning
(1)
Models
(1)
Optimization & Theory · Machine Learning
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
attribution method
(2)
neural network interpretability
(2)
image generation
(2)
concept-based explanation
(1)
self-supervised learning
(1)
explainable ai
(1)
visual reasoning
(1)
generative art
(1)
diffusion model
(1)
concept extraction
(1)
feature visualization
(1)
visual feature
(1)
convolutional architecture
(1)
phase spectrum
(1)
human-centered evaluation
(1)
explainability method
(1)
neural network
(1)
psychophysics experiment
(1)
concept importance
(1)
image classification
(1)
Papers
CRAFT: Concept Recursive Activation FacTorization for Explainability
CVPR 2023
Diffusion Models as Artists: Are we Closing the Gap between Humans and Machines?
ICML 2023
Unlocking Feature Visualization for Deep Network with MAgnitude Constrained Optimization
NeurIPS 2023
A Benchmark for Compositional Visual Reasoning
NeurIPS 2022
What I Cannot Predict, I Do Not Understand: A Human-Centered Evaluation Framework for Explainability Methods
NeurIPS 2022