Author

Jingcai Guo

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Conference Open access Sep 2026

MLDA: Test-Time Multi-Level Adaptation with Dynamic Alignment for Compositional Zero-Shot Learning

MLDA is introduced, a test-time adaptation framework for CZSL that jointly derives multi-level prototypes and performs dynamic vision–language alignment and leverages optimal transport to achieve consistent matching of semantically salient information across modalities.

Miao-Ge Li, Yu Liu, Jingcai Guo · Proceedings of the Thirty-Fi... · 0 citations

Review Aug 2026

Human-Centric Intelligence in the Era of Foundation Models: A Survey

A full-spectrum human context taxonomy is introduced that integrates six interconnected levels by viewing humans as observable subjects through visual appearance and spatial geometry, as dynamic actors through kinematic dynamics and interaction modeling, and as situated agents through world simulation and embodied agen...

Yang Chen, Tianqi Wang, Xiao-Wen Jiang et al. · 0 citations