Learning Adversarially Fair and Transferable Representations

David Madras, Elliot Creager, Toniann Pitassi, +1

arXiv (Cornell University)

Artificial IntelligenceEngineeringMachine LearningData ScienceTransferable Representations +12

Flexibly Fair Representation Learning by Disentanglement

Elliot Creager, David Madras, Jörn-Henrik Jacobsen, +4

arXiv (Cornell University)

Artificial IntelligenceEngineeringMachine LearningRepresentation LearningNatural Language Processing +14

Fairness through Causal Awareness

David Madras, Elliot Creager, Toniann Pitassi, +1

EngineeringMachine LearningDiscriminationLawCausal Awareness +17

Explaining Image Classifiers by Counterfactual Generation

Chun‐Hao Chang, Elliot Creager, Anna Goldenberg, +1

arXiv (Cornell University)

Artificial IntelligenceEngineeringMachine LearningObject CategorizationImage Classifier +15

Environment Inference for Invariant Learning

Elliot Creager, Joern-Henrik Jacobsen, Richard S. Zemel

International Conference on Machine Learning

Artificial IntelligenceMachine VisionMachine LearningData ScienceEngineering +13

On Disentangled Representations Learned From Correlated Data

Frederik Träuble, Elliot Creager, Niki Kilbertus, +5

arXiv (Cornell University)

Disentanglement ApproachesMachine LearningEngineeringCausal InferenceLatent Modeling +16

On Disentangled Representations Learned from Correlated Data

Frederik Träuble, Elliot Creager, Niki Kilbertus, +5

Disentanglement ApproachesMachine LearningEngineeringCausal InferenceLatent Modeling +16

Optimizing Long-term Social Welfare in Recommender Systems: A Constrained Matching Approach

Martin Mladenov, Elliot Creager, Omer Ben-Porat, +3

arXiv (Cornell University)

Counterfactual Data Augmentation using Locally Factored Dynamics

Silviu Pitis, Elliot Creager, Animesh Garg

arXiv (Cornell University)

Artificial IntelligenceData AugmentationEngineeringMachine LearningData Science +12

Causal Modeling for Fairness in Dynamical Systems

Elliot Creager, David Madras, Toniann Pitassi, +1

arXiv (Cornell University)

Game TheoryCausal InferenceData ScienceCausal ModelingEquity Concerns +17