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Interpretability

7,318 papers

Papers per year

Papers

Learning by Interpreting IJCAI 2022
Robust Interpretable Text Classification against Spurious Correlations Using AND-rules with Negation IJCAI 2022
Towards Creativity Characterization of Generative Models via Group-Based Subset Scanning IJCAI 2022
A Murder and Protests, the Capitol Riot, and the Chauvin Trial: Estimating Disparate News Media Stance IJCAI 2022
Towards the Quantitative Interpretability Analysis of Citizens Happiness Prediction IJCAI 2022
Psychiatric Scale Guided Risky Post Screening for Early Detection of Depression IJCAI 2022
Detect, Understand, Act: A Neuro-Symbolic Hierarchical Reinforcement Learning Framework (Extended Abstract) IJCAI 2022
Logic Rules Meet Deep Learning: A Novel Approach for Ship Type Classification (Extended Abstract) IJCAI 2022
The Shapley Value in Machine Learning IJCAI 2022
On Quantifying Literals in Boolean Logic and its Applications to Explainable AI (Extended Abstract) IJCAI 2022
Local and Global Explanations of Agent Behavior: Integrating Strategy Summaries with Saliency Maps (Extended Abstract) IJCAI 2022
Extending Decision Tree to Handle Multiple Fairness Criteria IJCAI 2022
Displaying Justifications for Collective Decisions IJCAI 2022
ExplainIt!: A Tool for Computing Robust Attributions of DNNs IJCAI 2022
The Good, the Bad, and the Explainer: A Tool for Contrastive Explanations of Text Classifiers IJCAI 2022
ACTA 2.0: A Modular Architecture for Multi-Layer Argumentative Analysis of Clinical Trials IJCAI 2022
Double Trouble: How to not Explain a Text Classifier’s Decisions Using Counterfactuals Synthesized by Masked Language Models? IJCNLP 2022
Learning Interpretable Latent Dialogue Actions With Less Supervision IJCNLP 2022
SBERT studies Meaning Representations: Decomposing Sentence Embeddings into Explainable Semantic Features IJCNLP 2022
HaRiM+: Evaluating Summary Quality with Hallucination Risk IJCNLP 2022
The lack of theory is painful: Modeling Harshness in Peer Review Comments IJCNLP 2022
How do we get there? Evaluating transformer neural networks as cognitive models for English past tense inflection IJCNLP 2022
Every word counts: A multilingual analysis of individual human alignment with model attention IJCNLP 2022
Self-Repetition in Abstractive Neural Summarizers IJCNLP 2022
Controllable Text Simplification with Deep Reinforcement Learning IJCNLP 2022