Puneet K. Dokania
University of Oxford(GB)
Publications by Year
Research Areas
Advanced Neural Network Applications, Domain Adaptation and Few-Shot Learning, Adversarial Robustness in Machine Learning, Multimodal Machine Learning Applications, Anomaly Detection Techniques and Applications
Most-Cited Works
- → Riemannian Walk for Incremental Learning: Understanding Forgetting and Intransigence(2018)1,031 cited
- → GDumb: A Simple Approach that Questions Our Progress in Continual Learning(2020)445 cited
- → On Tiny Episodic Memories in Continual Learning(2019)326 cited
- → Using Hindsight to Anchor Past Knowledge in Continual Learning(2021)184 cited
- Continual learning with tiny episodic memories(2019)
- Calibrating deep neural networks using focal loss(2020)
- → Interactive Sketch & Fill: Multiclass Sketch-to-Image Translation(2019)118 cited
- → Multi-agent Diverse Generative Adversarial Networks(2018)53 cited
- → Progressive Skeletonization: Trimming more fat from a network at initialization(2020)40 cited