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Interpretability

7,318 papers

Papers per year

Papers

Axiomatization of Aggregates in Answer Set Programming AAAI 2022
Sufficient Reasons for Classifier Decisions in the Presence of Domain Constraints AAAI 2022
MultiplexNet: Towards Fully Satisfied Logical Constraints in Neural Networks AAAI 2022
Towards Explainable Action Recognition by Salient Qualitative Spatial Object Relation Chains AAAI 2022
Towards Fine-Grained Reasoning for Fake News Detection AAAI 2022
Entropy-Based Logic Explanations of Neural Networks AAAI 2022
NoiseGrad — Enhancing Explanations by Introducing Stochasticity to Model Weights AAAI 2022
Algorithmic Concept-Based Explainable Reasoning AAAI 2022
Towards Automating Model Explanations with Certified Robustness Guarantees AAAI 2022
Creativity of AI: Automatic Symbolic Option Discovery for Facilitating Deep Reinforcement Learning AAAI 2022
Diverse, Global and Amortised Counterfactual Explanations for Uncertainty Estimates AAAI 2022
When AI Difficulty Is Easy: The Explanatory Power of Predicting IRT Difficulty AAAI 2022
Covered Information Disentanglement: Model Transparency via Unbiased Permutation Importance AAAI 2022
DeepType 2: Superhuman Entity Linking, All You Need Is Type Interactions AAAI 2022
On Causally Disentangled Representations AAAI 2022
Reverse Differentiation via Predictive Coding AAAI 2022
Neuro-Symbolic Inductive Logic Programming with Logical Neural Networks AAAI 2022
Constraint-Driven Explanations for Black-Box ML Models AAAI 2022
Explainable and Local Correction of Classification Models Using Decision Trees AAAI 2022
Amortized Generation of Sequential Algorithmic Recourses for Black-Box Models AAAI 2022
LOGICDEF: An Interpretable Defense Framework against Adversarial Examples via Inductive Scene Graph Reasoning AAAI 2022
Interpretable Domain Adaptation for Hidden Subdomain Alignment in the Context of Pre-trained Source Models AAAI 2022
Rethinking Influence Functions of Neural Networks in the Over-Parameterized Regime AAAI 2022
ProtGNN: Towards Self-Explaining Graph Neural Networks AAAI 2022
Algorithmic Fairness Verification with Graphical Models AAAI 2022