Niki Kilbertus
Publications by Year
Research Areas
Adversarial Robustness in Machine Learning, Explainable Artificial Intelligence (XAI), Neural Networks and Applications, Advanced Causal Inference Techniques, Ethics and Social Impacts of AI
Most-Cited Works
- → Causal machine learning for predicting treatment outcomes(2024)228 cited
- → Avoiding Discrimination through Causal Reasoning(2017)178 cited
- → Convolutional neural networks: A magic bullet for gravitational-wave detection?(2019)151 cited
- Learning Independent Causal Mechanisms(2018)
- → Blind Justice: Fairness with Encrypted Sensitive Attributes(2025)62 cited
- → Predicting Cellular Responses to Novel Drug Perturbations at a Single-Cell Resolution(2022)42 cited
- → On Disentangled Representations Learned From Correlated Data(2020)38 cited
- → Multi-disciplinary fairness considerations in machine learning for clinical trials(2022)26 cited
- Fair Decisions Despite Imperfect Predictions(2020)