Davin Hill

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 10

Top Topics

Feature Interactions

Representational Power

Probabilistic Approaches

Generative Model

Top Venues

Publications

Zulqarnain Khan, Davin Hill, Aria Masoomi, Joshua T. Bone, Jennifer G. Dy
Analyzing Explainer Robustness via Probabilistic Lipschitzness of Prediction Functions. AISTATS (2024)
Davin Hill, Aria Masoomi, Max Torop, Sandesh Ghimire, Jennifer G. Dy
Boundary-Aware Uncertainty for Feature Attribution Explainers. AISTATS (2024)
Sandesh Ghimire, Jinyang Liu, Armand Comas Massague, Davin Hill, Aria Masoomi, Octavia I. Camps, Jennifer G. Dy
Geometry of Score Based Generative Models. CoRR (2023)
Aria Masoomi, Davin Hill, Zhonghui Xu, Craig P. Hersh, Edwin K. Silverman, Peter J. Castaldi, Stratis Ioannidis, Jennifer G. Dy
Explanations of Black-Box Models based on Directional Feature Interactions. CoRR (2023)
Max Torop, Aria Masoomi, Davin Hill, Kivanç Köse, Stratis Ioannidis, Jennifer G. Dy
SmoothHess: ReLU Network Feature Interactions via Stein's Lemma. CoRR (2023)
Sandesh Ghimire, Armand Comas Massague, Davin Hill, Aria Masoomi, Octavia I. Camps, Jennifer G. Dy
Divide and Compose with Score Based Generative Models. CoRR (2023)
Max Torop, Aria Masoomi, Davin Hill, Kivanç Köse, Stratis Ioannidis, Jennifer G. Dy
SmoothHess: ReLU Network Feature Interactions via Stein's Lemma. NeurIPS (2023)
Zulqarnain Khan, Aria Masoomi, Davin Hill, Jennifer G. Dy
Analyzing the Effects of Classifier Lipschitzness on Explainers. CoRR (2022)
Aria Masoomi, Davin Hill, Zhonghui Xu, Craig P. Hersh, Edwin K. Silverman, Peter J. Castaldi, Stratis Ioannidis, Jennifer G. Dy
Explanations of Black-Box Models based on Directional Feature Interactions. ICLR (2022)
Davin Hill, Aria Masoomi, Sandesh Ghimire, Max Torop, Jennifer G. Dy
Explanation Uncertainty with Decision Boundary Awareness. CoRR (2022)