Fairness

Privacy Issues Regarding the Application of DNNs to Activity-Recognition using Wearables and Its Countermeasures by Use of Adversarial Training IJCAI 2017 Recycling Privileged Learning and Distribution Matching for Fairness NeurIPS 2017 Replay Attack Detection Using DNN for Channel Discrimination Interspeech 2017 Responsible Autonomy IJCAI 2017 Sequence Effects in Crowdsourced Annotations EMNLP 2017 Towards Trust, Transparency and Liability in AI / AS systems IJCAI 2017 Understanding Black-box Predictions via Influence Functions ICML 2017 When Worlds Collide: Integrating Different Counterfactual Assumptions in Fairness NeurIPS 2017 Which is the Fairest (Rent Division) of Them All? [Extended Abstract] IJCAI 2017 Analyzing Gender Bias in Student Evaluations COLING 2016 Equality of Opportunity in Supervised Learning NeurIPS 2016 Fairness in Learning: Classic and Contextual Bandits NeurIPS 2016 False Discovery Rate Control and Statistical Quality Assessment of Annotators in Crowdsourced Ranking ICML 2016 Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings NeurIPS 2016 Satisfying Real-world Goals with Dataset Constraints NeurIPS 2016 Decision-Making Authority, Team Efficiency and Human Worker Satisfaction in Mixed Human-Robot Teams RSS 2014 Fairness in Multi-Agent Sequential Decision-Making NeurIPS 2014 Robust Classification Under Sample Selection Bias NeurIPS 2014 A simple criterion for controlling selection bias AISTATS 2013 Clustering Oligarchies AISTATS 2013 Learning Fair Representations ICML 2013 On the Statistical Consistency of Algorithms for Binary Classification under Class Imbalance ICML 2013 Unbiased Metric Learning: On the Utilization of Multiple Datasets and Web Images for Softening Bias ICCV 2013 Ranking annotators for crowdsourced labeling tasks NeurIPS 2011