Learning Robust Representations for Malicious Content Detection via Contrastive Sampling and Uncertainty Estimation

Elias Hossain, Umesh Biswas, Charan Gudla +1

We propose the Uncertainty Contrastive Framework (UCF), a Positive-Unlabeled (PU) representation learning framework that integrates uncertainty-aware contrastive loss, adaptive tem…