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Fang-Yuan Liu

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#artificial intelligence Preprint Oct 2026

PsyJev: Psychological Analysis via System-1 Judgment

Self-disclosures on the Web support diverse psychological analyses, from recognizing expressed experiences to identifying symptom-relevant information. We study a shared, question-conditioned decision interface for this heterogeneous problem in content analysis. We organize PsyJudgeBench, comprising 13 annotated datase...

Fang-Yuan Liu, Si-Rui Zhao, Xiao-Hao Wang et al. · 0 citations
#artificial intelligence Preprint Apr 2026

EviDep: Uncertainty-Aware Multimodal Depression Estimation via Disentangled Evidential Learning

EviDep is presented, a multimodal evidential regression framework that integrates multi-scale temporal modeling and shared--private representation learning for uncertainty-aware depression estimation and shows competitive prediction accuracy, while both uncertainty estimates generally increase under controlled feature...

Fang-Yuan Liu, Si-Rui Zhao, Yang-Song Zhang et al. · 0 citations

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