Author

Di Wang

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#artificial intelligence Preprint Oct 2026

Automated Multi-Agent Organization Design: From Architecture Search to Organizational Learning

Agentic system design is increasingly shifting from hand-crafted prompts and workflows toward automated search over agentic programs and interaction structures, with multi-agent systems receiving growing attention. Yet a central question remains unresolved: when does an automatically generated multi-agent structure exh...

Shao-Jun Xia, Yun-Er Zhang, Hui-Xin Zhang et al. · 0 citations

Sep 2026

Interleaved Prompt Generation for Continual Instruction Tuning of Multimodal Large Language Model

Multimodal Large Language Models (MLLMs), pre-trained on vast image-text datasets, excel in zero-shot reasoning but face catastrophic forgetting when adapting to sequential tasks in Continual Instruction Tuning (CIT). While lightweight prompt-based methods offer a parameter-efficient strategy for sequential adaptation,...

Hong-Sheng Zhang, Zhong Ji, Di Wang et al. · IEEE Transactions on Image P... · 0 citations

#artificial intelligence Preprint Sep 2026

Collaborative Memory for Multi-Agent VLM Systems

This paper frames memory hierarchy, cross-agent sharing, and consistency mechanisms around the need to reconcile interpretations and update dependent reasoning around the need to reconcile interpretations and update dependent reasoning inVision-language model agents.

Hui-Xin Zhang, Shao-Jun Xia, Di Wang et al. · 0 citations