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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

Ming-Hao Liu

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Open access Aug 2026

SRCDet: sparse fusion of surround-view radar and camera for 3D object detection

A query-based multimodal fusion framework, termed SRCDet, is proposed for camera-4D radar fusion, which achieves consistent improvements across nearly all metrics and low error rates in clear and adverse weather conditions, highlighting its practical adaptability to automotive-grade systems and effectiveness in safety-...

Wen-Jin Ai, Lianqing Zheng, Long Yang et al. · 0 citations
Preprint Aug 2026

SIGNPOST-Bench: Benchmarking Text-Vision Conflict Resolution in Multimodal Large Language Models

Multimodal large language models (MLLMs) make grounded predictions in real-world scenes by combining visual and textual cues, yet existing benchmarks rarely reveal how they arbitrate between these evidence sources when they conflict. We introduce SIGNPOST-Bench, a controlled counterfactual benchmark for evaluating text...

Sirun Li, Ming-Hao Liu, Ling Dai et al. · 1 citation

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