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Interpretability

7,318 papers

Papers per year

Papers

Scalable Verification of Quantized Neural Networks AAAI 2021
Anomaly Attribution with Likelihood Compensation AAAI 2021
Learning Accurate and Interpretable Decision Rule Sets from Neural Networks AAAI 2021
A Hybrid Probabilistic Approach for Table Understanding AAAI 2021
Towards Consumer Loan Fraud Detection: Graph Neural Networks with Role-Constrained Conditional Random Field AAAI 2021
Gaining Insight into SARS-CoV-2 Infection and COVID-19 Severity Using Self-supervised Edge Features and Graph Neural Networks AAAI 2021
Interpretable Actions: Controlling Experts with Understandable Commands AAAI 2021
Aligning Artificial Neural Networks and Ontologies towards Explainable AI AAAI 2021
Learning by Fixing: Solving Math Word Problems with Weak Supervision AAAI 2021
Explaining Neural Matrix Factorization with Gradient Rollback AAAI 2021
Differentiable Inductive Logic Programming for Structured Examples AAAI 2021
On the Complexity of Finding Justifications for Collective Decisions AAAI 2021
MARTA: Leveraging Human Rationales for Explainable Text Classification AAAI 2021
User Driven Model Adjustment via Boolean Rule Explanations AAAI 2021
Certifying Top-Down Decision-DNNF Compilers AAAI 2021
Recursion in Abstract Argumentation is Hard --- On the Complexity of Semantics Based on Weak Admissibility AAAI 2021
Interpreting Neural Networks as Quantitative Argumentation Frameworks AAAI 2021
Strong Explanations in Abstract Argumentation AAAI 2021
On the Tractability of SHAP Explanations AAAI 2021
Does Explainable Artificial Intelligence Improve Human Decision-Making? AAAI 2021
The Tractability of SHAP-Score-Based Explanations for Classification over Deterministic and Decomposable Boolean Circuits AAAI 2021
TabNet: Attentive Interpretable Tabular Learning AAAI 2021
Counterfactual Explanations for Oblique Decision Trees:Exact, Efficient Algorithms AAAI 2021
HyDRA: Hypergradient Data Relevance Analysis for Interpreting Deep Neural Networks AAAI 2021
Learning Prediction Intervals for Model Performance AAAI 2021