1. Computational Inversion with Wasserstein Distances and Neural Network Induced Loss Functions Ding, Wen 2022 Theses MathematicsDifferential equations, PartialDistribution (Probability theory)Deep learning (Machine learning)Neural networks (Computer science)--Mathematical models

2. Deep Networks Through the Lens of Low-Dimensional Structure: Towards Mathematical and Computational Principles for Nonlinear Data Buchanan, Sam 2022 Theses Computer scienceMathematicsElectrical engineeringDeep learning (Machine learning)Neural networks (Computer science)--Mathematical modelsLow-dimensional topology

3. Detect and Repair Errors for DNN-based Software Tian, Yuchi 2021 Theses Computer scienceArtificial intelligenceNeural networks (Computer science)--Industrial applicationsAutonomous vehiclesComputer software--TestingNeural networks (Computer science)--Mathematical models

4. Machine Learning Framework for Causal Modeling for Process Fault Diagnosis and Mechanistic Explanation Generation Sivaram, Abhishek 2023 Theses Chemical engineeringArtificial intelligenceMachine learningDeep learning (Machine learning)Neural networks (Computer science)--Mathematical models

5. Topics in Deep Learning and Data-driven Optimization Bahamou, Achraf 2023 Theses Operations researchDeep learning (Machine learning)Neural networks (Computer science)--Mathematical modelsPricingCombinatorial optimizationDecision making