← Core AI
Artificial Intelligence › Core AI ›

Interpretability

7318 directly classified papers

Papers per year

Papers

Sensitivity Analysis of Deep Neural Networks AAAI 2019
Interpreting Deep Models for Text Analysis via Optimization and Regularization Methods AAAI 2019
NeuroX: A Toolkit for Analyzing Individual Neurons in Neural Networks AAAI 2019
Desiderata for Interpretability: Explaining Decision Tree Predictions with Counterfactuals AAAI 2019
Fine-Tuned Neural Models for Propaganda Detection at the Sentence and Fragment levels EMNLP 2019
Fine-Grained Propaganda Detection with Fine-Tuned BERT EMNLP 2019
SDRL: Interpretable and Data-Efficient Deep Reinforcement Learning Leveraging Symbolic Planning AAAI 2019
Verifiable and Interpretable Reinforcement Learning through Program Synthesis AAAI 2019
Logic-Based Sequential Decision-Making AAAI 2019
Strategic Tasks for Explainable Reinforcement Learning AAAI 2019
PRoFET: Predicting the Risk of Firms from Event Transcripts IJCAI 2019
Memory Graph Networks for Explainable Memory-grounded Question Answering CONLL 2019
What is the Effect of Importance Weighting in Deep Learning? ICML 2019
Neural Logic Reinforcement Learning ICML 2019
Counterfactual Off-Policy Evaluation with Gumbel-Max Structural Causal Models ICML 2019
Gaining Free or Low-Cost Interpretability with Interpretable Partial Substitute ICML 2019
PROVEN: Verifying Robustness of Neural Networks with a Probabilistic Approach ICML 2019
Analyzing Compositionality-Sensitivity of NLI Models AAAI 2019
Towards Interpretable Reinforcement Learning Using Attention Augmented Agents NIPS 2019
Verification of RNN-Based Neural Agent-Environment Systems AAAI 2019
Higher-order Comparisons of Sentence Encoder Representations EMNLP 2019
Scalable graph-based method for individual named entity identification EMNLP 2019
Layerwise Relevance Visualization in Convolutional Text Graph Classifiers EMNLP 2019
SemBleu: A Robust Metric for AMR Parsing Evaluation ACL 2019
Annotating and Analyzing Semantic Role of Elementary Units and Relations in Online Persuasive Arguments ACL 2019