Fairness

Model-Agnostic Counterfactual Explanations for Consequential Decisions AISTATS 2020 Model-agnostic Methods for Text Classification with Inherent Noise COLING 2020 Model Class Reliance for Random Forests NeurIPS 2020 Modeling Subjective Assessments of Guilt in Newspaper Crime Narratives CoNLL 2020 Monolingual and Multilingual Reduction of Gender Bias in Contextualized Representations COLING 2020 Multidimensional Analysis of Trust in News Articles (Student Abstract) AAAI 2020 Multimodal Review Generation with Privacy and Fairness Awareness COLING 2020 Multiple Birds with One Stone: Beating 1/2 for EFX and GMMS via Envy Cycle Elimination AAAI 2020 My Fair Bandit: Distributed Learning of Max-Min Fairness with Multi-player Bandits ICML 2020 NestedVAE: Isolating Common Factors via Weak Supervision CVPR 2020 Neural Belief Reasoner IJCAI 2020 Neural Machine Translation Doesn’t Translate Gender Coreference Right Unless You Make It COLING 2020 Neuron Shapley: Discovering the Responsible Neurons NeurIPS 2020 Neutralizing Gender Bias in Word Embeddings with Latent Disentanglement and Counterfactual Generation EMNLP 2020 Neutralizing Self-Selection Bias in Sampling for Sortition NeurIPS 2020 Non-Native Children’s Automatic Speech Recognition: The INTERSPEECH 2020 Shared Task ALTA Systems Interspeech 2020 Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection ACL 2020 On Measuring and Mitigating Biased Inferences of Word Embeddings AAAI 2020 On Second-Order Group Influence Functions for Black-Box Predictions ICML 2020 On the Robustness of Data-Driven Controllers for Linear Systems L4DC 2020 Optimal and Non-Discriminative Rehabilitation Program Design for Opioid Addiction Among Homeless Youth IJCAI 2020 Optimized Score Transformation for Fair Classification AISTATS 2020 Outlier Detection Ensemble with Embedded Feature Selection AAAI 2020 Out of the Echo Chamber: Detecting Countering Debate Speeches ACL 2020 Overcoming Classifier Imbalance for Long-Tail Object Detection With Balanced Group Softmax CVPR 2020