This work proposes SwitchPFN, which learns a shared projection and regime codebook from the training sequences, making local dynamic operators and transition features directly comparable across samples, and achieves the highest mean accuracy among the evaluated methods.
Zhen-Yi Zhu, Jacqueline J. Pang, Pei-Lin Shen et al.· 0 citations
Adaptive Hierarchical Representation Alliance (AHRA), a hierarchical shared--private expert framework, is proposed, which consistently improves over strong baselines and remains robust under noisy and missing-modality settings.
Chun-Lei Meng, Peng-Bin Feng, Jacqueline J. Pang et al.· 2 citations
The proposed MRCF contains a Reliability-Aware Branch that estimates sample-specific modality reliability from intramodal quality cues and cross-modal semantic consistency, a Reliability-Guided Interaction Branch that uses the estimated scores to modulate cross-modal information flow, and a Reliability-Calibrated Fusio...
Chun-Lei Meng, Jacqueline J. Pang, Peng-Bin Feng et al.· 1 citation
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