Self-supervised and semi-supervised learning

ACTIVE LEARNING FOR EFFICIENT FEW-SHOT CLASSIFICATION

Learning on Graphs under Label Noise

HINDI AS A SECOND LANGUAGE: IMPROVING VISUALLY GROUNDED SPEECH WITH SEMANTICALLY SIMILAR SAMPLES

Disentangling speech from surroundings with neural embeddings

Robust Log-based Anomaly Detection with Hierarchical Contrastive Learning

Audio-Visual Inpainting: Reconstructing Missing Visual Information with Sound

Topology Uncertainty Modeling For Imbalanced Node Classification on Graphs

Graph Contrastive Learning with Learnable Graph Augmentation

GRAPH SIGNAL PROCESSING FOR NEUROGIMAGING TO REVEAL DYNAMICS OF BRAIN STRUCTURE-FUNCTION COUPLING

MarginNCE: Robust Sound Localization with a Negative Margin

TRINET: STABILIZING SELF-SUPERVISED LEARNING FROM COMPLETE OR SLOW COLLAPSE

MAST: Multiscale Audio Spectrogram Transformers