Fairness

Verifying Individual Fairness in Machine Learning Models UAI 2020 Viable Threat on News Reading: Generating Biased News Using Natural Language Models EMNLP 2020 We Can Detect Your Bias: Predicting the Political Ideology of News Articles EMNLP 2020 WEFE: The Word Embeddings Fairness Evaluation Framework IJCAI 2020 “You are grounded!”: Latent Name Artifacts in Pre-trained Language Models EMNLP 2020 “You Sound Just Like Your Father” Commercial Machine Translation Systems Include Stylistic Biases ACL 2020 Achieving a Fairer Future by Changing the Past IJCAI 2019 Achieving Causal Fairness through Generative Adversarial Networks IJCAI 2019 A Compliance Checking Framework for DNN Models IJCAI 2019 A Convex Relaxation Barrier to Tight Robustness Verification of Neural Networks NeurIPS 2019 Addressing Age-Related Bias in Sentiment Analysis IJCAI 2019 Adversarial Removal of Demographic Attributes Revisited EMNLP 2019 Agnostic Federated Learning ICML 2019 AI at the Margins: Data, Decisions, and Inclusive Social Impact IJCAI 2019 AI in Recruiting. Multi-agent Systems Architecture for Ethical and Legal Auditing IJCAI 2019 All Models are Wrong, but Many are Useful: Learning a Variable's Importance by Studying an Entire Class of Prediction Models Simultaneously JMLR 2019 Allocating Interventions Based on Predicted Outcomes: A Case Study on Homelessness Services AAAI 2019 An Impossible Dialogue! Nominal Utterances and Populist Rhetoric in an Italian Twitter Corpus of Hate Speech against Immigrants ACL 2019 Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets EMNLP 2019 Assessing Disparate Impact of Personalized Interventions: Identifiability and Bounds NeurIPS 2019 Assessing Social and Intersectional Biases in Contextualized Word Representations NeurIPS 2019 A Transparent Framework for Evaluating Unintended Demographic Bias in Word Embeddings ACL 2019 Attenuating Bias in Word vectors AISTATS 2019 Automatic Classifiers as Scientific Instruments: One Step Further Away from Ground-Truth ICML 2019 Average Individual Fairness: Algorithms, Generalization and Experiments NeurIPS 2019