Davin Hill
6 papers · 2022–2025 · 3 conferences · across top CS/AI conferences
Achievements
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🧭
Keyword Pioneer
🌍
Conference Polyglot
(3)
🐝
Cross-Pollinator
(6)
🌉
Interdisciplinary Bridge
📈
Trend Setter
Conferences
AISTATS (3)
ICLR (2)
NIPS (1)
Top co-authors
Keywords
feature attribution
(2)
neural network interpretability
(1)
model interpretability
(1)
gaussian process
(1)
local smoothness
(1)
feature interaction
(1)
decision boundary
(1)
post-hoc explanation
(1)
relu network
(1)
shap value
(1)
explainer robustness
(1)
probabilistic lipschitzness
(1)
prediction function
(1)
stein's lemma
(1)
uncertainty quantification
(1)
hessian estimation
(1)
Papers
Axiomatic Explainer Globalness via Optimal Transport
AISTATS 2025
STAR: Stability-Inducing Weight Perturbation for Continual Learning
ICLR 2025
Boundary-Aware Uncertainty for Feature Attribution Explainers
AISTATS 2024
Analyzing Explainer Robustness via Probabilistic Lipschitzness of Prediction Functions
AISTATS 2024
SmoothHess: ReLU Network Feature Interactions via Stein's Lemma
NIPS 2023
Explanations of Black-Box Models based on Directional Feature Interactions
ICLR 2022