research
∙
07/11/2023
Benchmarking Algorithms for Federated Domain Generalization
While prior domain generalization (DG) benchmarks consider train-test da...
share
research
∙
06/20/2023
Towards Characterizing Domain Counterfactuals For Invertible Latent Causal Models
Learning latent causal models from data has many important applications ...
research
∙
02/28/2023
Towards Enhanced Controllability of Diffusion Models
Denoising Diffusion models have shown remarkable capabilities in generat...
research
∙
10/19/2022
Towards Explaining Distribution Shifts
A distribution shift can have fundamental consequences such as signaling...
research
∙
07/05/2022
Cooperative Distribution Alignment via JSD Upper Bound
Unsupervised distribution alignment estimates a transformation that maps...
research
∙
07/04/2022
Discrete Tree Flows via Tree-Structured Permutations
While normalizing flows for continuous data have been extensively resear...
research
∙
07/14/2021
Feature Shift Detection: Localizing Which Features Have Shifted via Conditional Distribution Tests
While previous distribution shift detection approaches can identify if a...
research
∙
04/15/2021
Iterative Barycenter Flows
The task of mapping two or more distributions to a shared representation...
research
∙
04/06/2021
Shapley Explanation Networks
Shapley values have become one of the most popular feature attribution e...
research
∙
12/24/2020
Exploring Adversarial Examples via Invertible Neural Networks
Adversarial examples (AEs) are images that can mislead deep neural netwo...
research
∙
12/02/2019
Diagnostic Curves for Black Box Models
In safety-critical applications of machine learning, it is often necessa...
research
∙
08/31/2016
A Review of Multivariate Distributions for Count Data Derived from the Poisson Distribution
The Poisson distribution has been widely studied and used for modeling u...
research
∙
06/02/2016
Generalized Root Models: Beyond Pairwise Graphical Models for Univariate Exponential Families
We present a novel k-way high-dimensional graphical model called the Gen...
research
∙
03/11/2016