Neural processes

Meta-Learning Stationary Stochastic Process Prediction with Convolutional Neural Processes

We extend ConvCNPs to Construct and meta-learn translation equivariant maps from the space of data sets to predictive stochastic processes.

Convolutional Conditional Neural Processes

We extend deep sets to functional embeddings and Neural Processes to include translation equivariant members (Oral Presentaiton).

Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes

Powerful meta-learning system based on the neural process framework (Spotlight)