Aria Masoomi

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 25

Top Topics

Feature Interactions

Life Long Learning

Information Bottleneck

Reproducing Kernel Hilbert Space

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)
Ashutosh Singh, Ashish Singh, Aria Masoomi, Tales Imbiriba, Erik G. Learned-Miller, Deniz Erdogmus
Inv-Senet: Invariant Self Expression Network for Clustering Under Biased Data. ICASSP (2023)
Zulqarnain Khan, Aria Masoomi, Davin Hill, Jennifer G. Dy
Analyzing the Effects of Classifier Lipschitzness on Explainers. CoRR (2022)
Chieh Tzu Wu, Aria Masoomi, Arthur Gretton, Jennifer G. Dy
Deep Layer-wise Networks Have Closed-Form Weights. AISTATS (2022)
Tingting Zhao, Zifeng Wang, Aria Masoomi, Jennifer G. Dy
Deep Bayesian Unsupervised Lifelong Learning. Neural Networks 149 (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)
Chieh Wu, Aria Masoomi, Arthur Gretton, Jennifer G. Dy
Deep Layer-wise Networks Have Closed-Form Weights. CoRR (2022)
Ashutosh Singh, Ashish Singh, Aria Masoomi, Tales Imbiriba, Erik G. Learned-Miller, Deniz Erdogmus
Inv-SENnet: Invariant Self Expression Network for clustering under biased data. CoRR (2022)
Davin Hill, Aria Masoomi, Sandesh Ghimire, Max Torop, Jennifer G. Dy
Explanation Uncertainty with Decision Boundary Awareness. CoRR (2022)
Zifeng Wang, Aria Masoomi, Zhonghui Xu, Adel Boueiz, Sool Lee, Tingting Zhao, Russell Bowler, Michael H. Cho, Edwin K. Silverman, Craig P. Hersh, Jennifer G. Dy, Peter J. Castaldi
Improved prediction of smoking status via isoform-aware RNA-seq deep learning models. PLoS Comput. Biol. 17 (10) (2021)
Zifeng Wang, Tong Jian, Aria Masoomi, Stratis Ioannidis, Jennifer G. Dy
Revisiting Hilbert-Schmidt Information Bottleneck for Adversarial Robustness. NeurIPS (2021)
Sandesh Ghimire, Aria Masoomi, Jennifer G. Dy
Reliable Estimation of KL Divergence using a Discriminator in Reproducing Kernel Hilbert Space. NeurIPS (2021)
Zifeng Wang, Tong Jian, Aria Masoomi, Stratis Ioannidis, Jennifer G. Dy
Revisiting Hilbert-Schmidt Information Bottleneck for Adversarial Robustness. CoRR (2021)
Tingting Zhao, Zifeng Wang, Aria Masoomi, Jennifer G. Dy
Deep Bayesian Unsupervised Lifelong Learning. CoRR (2021)
Sandesh Ghimire, Aria Masoomi, Jennifer G. Dy
Reliable Estimation of KL Divergence using a Discriminator in Reproducing Kernel Hilbert Space. CoRR (2021)
Chieh Wu, Aria Masoomi, Arthur Gretton, Jennifer G. Dy
Kernel Dependence Network. CoRR (2020)
Chieh Wu, Aria Masoomi, Arthur Gretton, Jennifer G. Dy
Layer-wise Learning of Kernel Dependence Networks. CoRR (2020)
Aria Masoomi, Chieh Wu, Tingting Zhao, Zifeng Wang, Peter J. Castaldi, Jennifer G. Dy
Instance-wise Feature Grouping. NeurIPS (2020)
Tingting Zhao, Zifeng Wang, Aria Masoomi, Jennifer G. Dy
Adaptive Nonparametric Variational Autoencoder. CoRR (2019)