Davin Hill

15 papers A* 3A 3Journal 9
YearRankTypeTitle / Venue / Authors
2025 A conf
Axiomatic Explainer Globalness via Optimal Transport.
AISTATS
Davin Hill, Joshua T. Bone, Aria Masoomi, Max Torop, Jennifer G. Dy
2025 J jnl
OrdShap: Feature Position Importance for Sequential Black-Box Models.
CoRR
Davin Hill, Brian L. Hill, Aria Masoomi, Vijay S. Nori, Robert E. Tillman, Jennifer G. Dy
2025 A* conf
STAR: Stability-Inducing Weight Perturbation for Continual Learning.
ICLR
Masih Eskandar, Tooba Imtiaz, Davin Hill, Zifeng Wang, Jennifer G. Dy
2025 J jnl
STAR: Stability-Inducing Weight Perturbation for Continual Learning.
CoRR
Masih Eskandar, Tooba Imtiaz, Davin Hill, Zifeng Wang, Jennifer G. Dy
2024 A conf
Analyzing Explainer Robustness via Probabilistic Lipschitzness of Prediction Functions.
AISTATS
Zulqarnain Khan, Davin Hill, Aria Masoomi, Joshua T. Bone, Jennifer G. Dy
2024 J jnl
Axiomatic Explainer Globalness via Optimal Transport.
CoRR
Davin Hill, Joshua T. Bone, Aria Masoomi, Max Torop, Jennifer G. Dy
2024 A conf
Boundary-Aware Uncertainty for Feature Attribution Explainers.
AISTATS
Davin Hill, Aria Masoomi, Max Torop, Sandesh Ghimire, Jennifer G. Dy
2023 J jnl
Divide and Compose with Score Based Generative Models.
CoRR
Sandesh Ghimire, Armand Comas Massague, Davin Hill, Aria Masoomi, Octavia I. Camps, Jennifer G. Dy
2023 J jnl
Explanations of Black-Box Models based on Directional Feature Interactions.
CoRR
Aria Masoomi, Davin Hill, Zhonghui Xu, Craig P. Hersh, Edwin K. Silverman, Peter J. Castaldi, Stratis Ioannidis, Jennifer G. Dy
2023 J jnl
Geometry of Score Based Generative Models.
CoRR
Sandesh Ghimire, Jinyang Liu, Armand Comas Massague, Davin Hill, Aria Masoomi, Octavia I. Camps, Jennifer G. Dy
2023 A* conf
SmoothHess: ReLU Network Feature Interactions via Stein's Lemma.
NeurIPS
Max Torop, Aria Masoomi, Davin Hill, Kivanç Köse, Stratis Ioannidis, Jennifer G. Dy
2023 J jnl
SmoothHess: ReLU Network Feature Interactions via Stein's Lemma.
CoRR
Max Torop, Aria Masoomi, Davin Hill, Kivanç Köse, Stratis Ioannidis, Jennifer G. Dy
2022 J jnl
Analyzing the Effects of Classifier Lipschitzness on Explainers.
CoRR
Zulqarnain Khan, Aria Masoomi, Davin Hill, Jennifer G. Dy
2022 J jnl
Explanation Uncertainty with Decision Boundary Awareness.
CoRR
Davin Hill, Aria Masoomi, Sandesh Ghimire, Max Torop, Jennifer G. Dy
2022 A* conf
Explanations of Black-Box Models based on Directional Feature Interactions.
ICLR
Aria Masoomi, Davin Hill, Zhonghui Xu, Craig P. Hersh, Edwin K. Silverman, Peter J. Castaldi, Stratis Ioannidis, Jennifer G. Dy