David I. Inouye

Latest

• Counterfactual Fairness by Combining Factual and Counterfactual Predictions
• Enhanced Controllability of Diffusion Models via Feature Disentanglement and Realism-Enhanced Sampling Methods
• Vertical Validation: Evaluating Implicit Generative Models for Graphs on Thin Support Regions
• Towards Characterizing Domain Counterfactuals For Invertible Latent Causal Models
• Benchmarking Algorithms for Federated Domain Generalization
• Towards Practical Non-Adversarial Distribution Matching
• ECE 47300, Intro. to Artificial Intelligence (Spring 2024)
• Fault-Tolerant Vertical Federated Learning on Dynamic Networks
• ECE 57000: Artificial Intelligence (Fall 2023)
• Towards Explaining Distribution Shifts
• StarCraftImage: A Dataset For Prototyping Spatial Reasoning Methods For Multi-Agent Environments
• Efficient Federated Domain Translation
• ECE 47300, Intro. to Artificial Intelligence (Spring 2023)
• Cooperative Distribution Alignment via JSD Upper Bound
• ECE 57000: Artificial Intelligence (Fall 2022)
• Discrete Tree Flows via Tree-Structured Permutations
• Towards Explaining Image-Based Distribution Shifts
• Iterative Alignment Flows
• ECE 57000: Artificial Intelligence (Fall 2021)
• ECE 20875: Python for Data Science (Spring 2021)
• Shapley Explanation Networks
• Feature Shift Detection: Localizing Which Features Have Shifted via Conditional Distribution Tests
• ECE 57000: Artificial Intelligence (Fall 2020)
• Automated Dependence Plots
• ECE 20875: Python for Data Science (Spring 2020)
• Project Document on Overleaf
• On the (In)fidelity and Sensitivity of Explanations
• Deep Point Process Destructors
• ECE570: Course Project Submission Instructions
• ECE570: Homework 2
• ECE570: Homework 3
• ECE570: Homework 1
• ECE 57000: Artificial Intelligence (Fall 2019)
• Deep Density Destructors
• Hyperparameter Selection under Localized Label Noise via Corrupt Validation
• A Review of Multivariate Distributions for Count Data Derived from the Poisson Distribution
• Square Root Graphical Models: Multivariate Generalizations of Univariate Exponential Families that Permit Positive Dependencies
• Fixed-Length Poisson MRF: Adding Dependencies to the Multinomial
• Capturing Semantically Meaningful Word Dependencies with an Admixture of Poisson MRFs
• Summarization of Twitter Microblogs
• Admixture of Poisson MRFs: A Topic Model with Word Dependencies
• Towards Undistorted and Noise-free Speech in an MRI Scanner: Correlation Subtraction Followed by Spectral Noise Gating
• Comparing Twitter Summarization Algorithms for Multiple Post Summaries