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Yuanyuan He

3 accepted papers

2026

MvP-ECR: Multi-Perspective Emotion-Cause Reasoning for Empathetic Dialogue

AAAI 2026technical

The empathetic dialogue systems aim to recognize user emotions and generate appropriate empathetic responses. However, existing approaches predominantly rely on dialogue history, contextual descriptions, and emotion category labels, failing to model the causal relationship between emotions and their

Cited by 0SourcePDFScholar
2025

ECC: An Emotion-Cause Conversation Dataset for Empathy Response

EMNLP 2025

The empathy dialogue system requires understanding emotions and their underlying causes. However, existing datasets mainly focus on emotion labels, while cause annotations are added post hoc through costly and subjective manual processes. This leads to three limitations: subjective bias in cause lab

2022

Shielding Federated Learning: Robust Aggregation with Adaptive Client Selection

IJCAI 2022poster

Federated learning (FL) enables multiple clients to collaboratively train an accurate global model while protecting clients' data privacy. However, FL is susceptible to Byzantine attacks from malicious participants. Although the problem has gained significant attention, existing defenses have severa…