1 citations · 1 across the 4 of their papers we have counts for
4 papers
Importance-Aware Resource Allocation for Collaborative Task-Oriented Semantic Communication
Kaiyi Lei, Yuanzhe Peng, Letian Zhang +1
Task-oriented semantic communication must allocate scarce radio resources to semantic features under fast fading wireless conditions and strict end-to-end latency budgets. Existing…
Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms
Yuanzhe Peng, Jieming Bian, Lei Wang +2
Multimodal Federated Learning (MFL) lies at the intersection of two pivotal research areas: leveraging complementary information from multiple modalities to improve downstream infe…
A Survey on Parameter-Efficient Fine-Tuning for Foundation Models in Federated Learning
Jieming Bian, Yuanzhe Peng, Lei Wang +2
Foundation models have revolutionized artificial intelligence by providing robust, versatile architectures pre-trained on large-scale datasets. However, adapting these massive mode…
FedMM: Federated Multi-Modal Learning with Modality Heterogeneity in Computational Pathology
Yuanzhe Peng, Jieming Bian, Jie Xu
The fusion of complementary multimodal information is crucial in computational pathology for accurate diagnostics. However, existing multimodal learning approaches necessitate acce…