Author

Chun-Lei Meng

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Preprint Aug 2026

Adaptive Hierarchical Representation Alliance for Multimodal Learning

Multimodal models often align language, vision, and audio in a single final-layer latent space, implicitly assuming that task-relevant evidence emerges at the same semantic depth across modalities. Using layer-wise CKA analysis, we observe that this assumption leads to semantic granularity mismatch: textual cues usuall...

Chun-Lei Meng, Peng-Bin Feng, Jacqueline J. Pang et al. · 2 citations

Preprint Aug 2026

Rethinking Modality Reliability in Multimodal Sentiment Analysis with Incomplete Observations

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