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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Tuo Liang

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Review Jul 2026

Computational Humor with Multimodal LLMs: Methods, Datasets, Evaluation, and Challenges

This survey focuses on visual humor understanding in single-image and multi-panel artifacts, while treating humor generation as an emerging downstream frontier, and synthesizes benchmark design, evaluation protocols, and modeling paradigms based on multimodal alignment, evidence-grounded reasoning, and controlled generation.

Tuo Liang, Zhe Hu, Disheng Liu et al. · 0 citations
Review Open access Aug 2026

Spatial intelligence in vision-language models: a comprehensive survey

This survey provides a comprehensive and unified overview of recent advances in spatial intelligence for VLMs, summarize core concepts behind spatial reasoning in VLMs, analyze why spatial failures occur, and organize existing solutions into a clear framework spanning prompting-based techniques, model improvements, explicit 2D cues, 3D enrichment, and data-driven strategies.

Disheng Liu, Tuo Liang, Zhe Hu et al. · 7 citations

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