Davin Hill
6 papers · 2022–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(11)
Venues
Top co-authors
Research topics
Keywords
feature attribution
(3)
feature interaction
(2)
feature selection
(1)
uncertainty quantification
(1)
optimal transport
(1)
kl divergence
(1)
neural network interpretability
(1)
model interpretability
(1)
gaussian process
(1)
weight perturbation
(1)
local smoothness
(1)
decision boundary
(1)
rehearsal method
(1)
post-hoc explanation
(1)
relu network
(1)
shapley value
(1)
shap value
(1)
explainer robustness
(1)
probabilistic lipschitzness
(1)
prediction function
(1)
Papers
Axiomatic Explainer Globalness via Optimal Transport
AISTATS 2025
STAR: Stability-Inducing Weight Perturbation for Continual Learning
ICLR 2025
Analyzing Explainer Robustness via Probabilistic Lipschitzness of Prediction Functions
AISTATS 2024
Boundary-Aware Uncertainty for Feature Attribution Explainers
AISTATS 2024
SmoothHess: ReLU Network Feature Interactions via Stein's Lemma
NeurIPS 2023
Explanations of Black-Box Models based on Directional Feature Interactions
ICLR 2022