2 papers
cs.CV2026
Test-time Adaptive Hierarchical Co-enhanced Denoising Network for Reliable Multimodal Classification
Shu Shen, C. L. Philip Chen, Tong Zhang
Reliable learning of multimodal data (e.g., multi-omics) is a widely concerning issue, especially in safety-critical applications such as medical diagnosis. However, low-quality da…
cs.CV2025
AIM: Adaptive Intra-Network Modulation for Balanced Multimodal Learning
Shu Shen, C. L. Philip Chen, Tong Zhang
Multimodal learning has significantly enhanced machine learning performance but still faces numerous challenges and limitations. Imbalanced multimodal learning is one of the proble…