Robust Meta-Representation Learning via Global Label Inference and Classification

1 code implementation • 22 Dec 2022 • Ruohan Wang, Isak Falk, Massimiliano Pontil, Carlo Ciliberto

Empirically, MeLa outperforms existing methods across a diverse range of benchmarks, in particular under a more challenging setting where the number of training tasks is limited and labels are task-specific.

Few-Shot Learning Representation Learning

GENNI: Visualising the Geometry of Equivalences for Neural Network Identifiability

1 code implementation • 14 Nov 2020 • Daniel Lengyel, Janith Petangoda, Isak Falk, Kate Highnam, Michalis Lazarou, Arinbjörn Kolbeinsson, Marc Peter Deisenroth, Nicholas R. Jennings

We propose an efficient algorithm to visualise symmetries in neural networks.