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Interpretability

7,318 papers

Papers per year

Papers

Neuro-Symbolic Learning of Answer Set Programs from Raw Data IJCAI 2023
Deep Symbolic Learning: Discovering Symbols and Rules from Perceptions IJCAI 2023
DeepPSL: End-to-End Perception and Reasoning IJCAI 2023
A Logic-based Approach to Contrastive Explainability for Neurosymbolic Visual Question Answering IJCAI 2023
Cardinality-Minimal Explanations for Monotonic Neural Networks IJCAI 2023
NeuPSL: Neural Probabilistic Soft Logic IJCAI 2023
Calibrating a Deep Neural Network with Its Predecessors IJCAI 2023
Explainable Reinforcement Learning via a Causal World Model IJCAI 2023
Learning to Binarize Continuous Features for Neuro-Rule Networks IJCAI 2023
Specifying and Testing k-Safety Properties for Machine-Learning Models IJCAI 2023
Unveiling Concepts Learned by a World-Class Chess-Playing Agent IJCAI 2023
Less Learn Shortcut: Analyzing and Mitigating Learning of Spurious Feature-Label Correlation IJCAI 2023
Explainable Text Classification via Attentive and Targeted Mixing Data Augmentation IJCAI 2023
Formal Explanations of Neural Network Policies for Planning IJCAI 2023
Optimal Decision Tree Policies for Markov Decision Processes IJCAI 2023
Decoding the Underlying Meaning of Multimodal Hateful Memes IJCAI 2023
Interpret ESG Rating’s Impact on the Industrial Chain Using Graph Neural Networks IJCAI 2023
Evaluating GPT-3 Generated Explanations for Hateful Content Moderation IJCAI 2023
Mimicking the Thinking Process for Emotion Recognition in Conversation with Prompts and Paraphrasing IJCAI 2023
Efficient Global Robustness Certification of Neural Networks via Interleaving Twin-Network Encoding (Extended Abstract) IJCAI 2023
Even If Explanations: Prior Work, Desiderata & Benchmarks for Semi-Factual XAI IJCAI 2023
Good Explanations in Explainable Artificial Intelligence (XAI): Evidence from Human Explanatory Reasoning IJCAI 2023
Benchmarking eXplainable AI - A Survey on Available Toolkits and Open Challenges IJCAI 2023
Interpretable Local Concept-based Explanation with Human Feedback to Predict All-cause Mortality (Extended Abstract) IJCAI 2023
On Tackling Explanation Redundancy in Decision Trees (Extended Abstract) IJCAI 2023