Sumedha_Singla_paper_stack.md

Interpretability

• Learning Interpretable Models in the Property Specification Language link
• SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver link
• I-SPEC: An End-to-End Framework for Learning Transportable, Shift-Stable Models link
• Domain Adaptation As a Problem of Inference on Graphical Models link

Causal + counterfactual

• Preserving Causal Constraints in Counterfactual Explanations for Machine Learning Classifiers link
• Explaining Classifiers with Causal Concept Effect(CaCE) link

Disease progression

• Degenerative Adversarial NeuroImage Nets: Generating Images that Mimic Disease Progression (MICCAI 2019)

Invertible NN

• MintNet: Building Invertible Neural Networks with Masked Convolutions
• The Reversible Residual Network:Backpropagation Without Storing Activations
• Analyzing Inverse Problems withInvertible Neural Networks
• i-RevNet: Deep Invertible Networks link
• Invertible Residual Networks link
• Density estimation using Real NVP link