Author

Kun Qian

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#artificial intelligence Preprint Oct 2026

AudiPsy: Evidence-Grounded Multimodal Reasoning over Spoken Counseling Conversations for Depression Assessment

Experiments on DAIC-WOZ demonstrate superior depression assessment performance over specialized depression detection methods and general-purpose speech/omni-LLMs, along with improved reasoning quality, while supplementary evaluation on EATD-Corpus supports AudiPsy's applicability to naturalistic conversations.

Chuanbo Zhu, Run Luo, Wei-Bo Zhao et al. · 0 citations

Preprint Aug 2026

Reperesentation Geometry Matters for Planning with JEPA World Models

Joint-embedding predictive world models support planning through latent predictions, but unconstrained joint training can collapse distinct observations to identical embeddings. Two prominent strategies for avoiding collapse are to inherit pretrained features, as in DINO-WM, or to learn representations end-to-end with...

Jia-Ming Hu, Yan Zheng, Shi Bo et al. · 3 citations · ⚡1