Yongheng Shang

Balanced Multimodal Federated Learning: An Efficient and Noise-Resilient Approach

The metrics of individual modality contribution (IMC) and multimodal synergistic gain (MSG) are introduced to quantify sample-level and semantic-level utility, so as to guide semantic denoising selection and robust conditional balancing strategies, effectively mitigating noise interference.