Evidential Federated Learning for Robust Multimodal Emotion Recognition in Conversations
Emotion Recognition in Conversations (ERC) at scale faces two coupled obstacles: conversational data is partitioned across organizations under privacy constraints, and emotion labels are costly, leaving most utterances unlabelled. Federated learning addresses the first, but standard aggregation trusts every client upda...