Balaji Lakshminarayanan
Publications by Year
Research Areas
Adversarial Robustness in Machine Learning, Anomaly Detection Techniques and Applications, Gaussian Processes and Bayesian Inference, Machine Learning and Data Classification, Advanced Neural Network Applications
Most-Cited Works
- → Simple and Scalable Predictive Uncertainty Estimation using Deep\n Ensembles(2016)2,980 cited
- → Clinically applicable deep learning for diagnosis and referral in retinal disease(2018)2,512 cited
- → Gemini: A Family of Highly Capable Multimodal Models(2023)790 cited
- → Can You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift(2019)651 cited
- → AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty(2019)566 cited
- → Deep Ensembles: A Loss Landscape Perspective(2019)347 cited
- → Normalizing Flows for Probabilistic Modeling and Inference(2019)343 cited
- → Acoustic classification of multiple simultaneous bird species: A multi-instance multi-label approach(2012)301 cited