Author

Guanhua Ye

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Jul 2026

MGDT: MLLM-Guided Diffusion Transformer with Relation-Adaptive Mixture-of-Experts for Multimodal Knowledge Graph Completion

MGDT is proposed, a novel MKGC framework built on an align-then-diffuse paradigm that employs a Relation-Adaptive Semantic Routing Mixture-of-Experts module to select relation-relevant multimodal semantic transformation paths and suppress irrelevant modality interference.

Xu Hou, Meiyu Liang, Wei Huang et al. · arXiv.org · 0 citations

Jul 2026

What Does Your Short-Answer VQA Score Actually Measure? Evaluator-Dependent Instability in Multimodal Short-Answer Benchmarks

Official short-answer VQA scores should be accompanied by semantic audits and answer-type diagnostics to remain interpretable, because instability is structured by answer type: extractive and multi-span answers are far more evaluator-sensitive than scalar answers.

Guanhua Ye, Jing-Bin Niu, Yan Li et al. · arXiv.org · 0 citations

Conference Open access Sep 2026

DASFL: Dynamic Adaptive Split Federated Learning for Heterogeneous Clients

Split Federated Learning (SFL) has emerged as a pivotal paradigm for privacy-preserving distributed training on resource-constrained edge devices by partitioning neural networks between clients and a server. A critical design choice in SFL is the split layer, which determines the computation distribution and the semant...

Ai-Jing Li, Ya-Wen Li, Guan-Hua Ye et al. · Proceedings of the Thirty-Fi... · 0 citations