Neil Houlsby

Publications by Year

Research Areas

Domain Adaptation and Few-Shot Learning, Multimodal Machine Learning Applications, Advanced Neural Network Applications, Topic Modeling, Natural Language Processing Techniques

Most-Cited Works

• → An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale(2020)21,334 cited
• → MLP-Mixer: An all-MLP Architecture for Vision(2021)1,444 cited
• → Scaling Vision Transformers(2022)752 cited
• → Bayesian Active Learning for Classification and Preference Learning(2011)491 cited
• → Underspecification Presents Challenges for Credibility in Modern Machine Learning(2020)430 cited
• → Self-Supervised GANs via Auxiliary Rotation Loss(2019)333 cited
• → Simple Open-Vocabulary Object Detection(2022)250 cited
• → Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging(2023)214 cited
• → PaLI: A Jointly-Scaled Multilingual Language-Image Model(2022)194 cited