Dan Ley
4 papers · 2022–2023 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
Venues
Top co-authors
Research topics
Keywords
counterfactual explanation
(2)
variational inference
(1)
domain adaptation
(1)
image restoration
(1)
model interpretability
(1)
shape recognition
(1)
dataset shift
(1)
probabilistic model
(1)
weight decay
(1)
latent space
(1)
uncertainty estimation
(1)
counterfactual fairness
(1)
global explanation
(1)
image degradation
(1)
neural network perception
(1)
feature translation
(1)
explanation stability
(1)
amortised mapping
(1)
adversarial robustness
(1)
model curvature
(1)
Papers
Degraded Polygons Raise Fundamental Questions of Neural Network Perception
NeurIPS 2023
GLOBE-CE: A Translation Based Approach for Global Counterfactual Explanations
ICML 2023
On Minimizing the Impact of Dataset Shifts on Actionable Explanations
UAI 2023
Diverse, Global and Amortised Counterfactual Explanations for Uncertainty Estimates
AAAI 2022