Elliot Creager
Publications by Year
Research Areas
Explainable Artificial Intelligence (XAI), Ethics and Social Impacts of AI, Neural Networks and Applications, Advanced Causal Inference Techniques, Domain Adaptation and Few-Shot Learning
Most-Cited Works
- → Learning Adversarially Fair and Transferable Representations(2018)190 cited
- → Flexibly Fair Representation Learning by Disentanglement(2019)134 cited
- → Fairness through Causal Awareness(2019)102 cited
- → Explaining Image Classifiers by Counterfactual Generation(2018)89 cited
- Environment Inference for Invariant Learning(2021)
- → On Disentangled Representations Learned From Correlated Data(2020)38 cited
- → Fairness and Robustness in Invariant Learning: A Case Study in Toxicity\n Classification(2020)12 cited
- → Counterfactual Data Augmentation using Locally Factored Dynamics(2020)11 cited
- → Optimizing Long-term Social Welfare in Recommender Systems: A Constrained Matching Approach(2020)11 cited