The Question
ML DesignScalable Misinformation Detection System
Design an end-to-end machine learning system for a large-scale social media platform to detect and mitigate the spread of misinformation (fake news). The system should handle high-velocity content ingestion, utilize multimodal signals (text, images, and network propagation), and incorporate a human-in-the-loop feedback mechanism to maintain high precision and user trust.
MTL
GNN
RoBERTa/CLIP
LSH
Contrastive Learning
February 28, 2026