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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

Jizhao Liu

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3 papers indexed here

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Open access Aug 2026

SIGMA: spectral-implicit guidance for Multi-Teacher adaptation in unsupervised cross-modality 3D medical image segmentation

Unsupervised domain adaptation (UDA) for three-dimensional (3D) cross-modality medical image segmentation is affected by domain shifts arising from heterogeneous imaging physics and acquisition protocols. Existing methods remain limited by ringing artifacts from hard spectral truncation, unreliable pseudo-label supervi...

Jiaqi Zheng, Jing Lian, Huaikun Zhang et al. · 0 citations
#natural language process... Preprint Aug 2026

Read-Best Is Not Steer-Best: A Probing--Steering Layer Dissociation in Omni-Modal Large Language Models

Results show that probing accuracy is a poor heuristic for selecting intervention layers and suggest a cross-architecture mid-to-late selection criterion, and identify a cross-modal emotion subspace organized by valence and arousal.

Yi-Bo Wang, Ji-Sheng Dang, Bi-Mei Wang et al. · 1 citation · ⚡1
Open access Jul 2026

Brain-inspired reservoir computing framework for complex time-series prediction

A brain-inspired neural network-based echo state network (BINN-ESN) that uses a modified continuous coupled neural network (MCCNN) as the neural model, which is inspired by the mammalian visual cortex for time-series prediction.

Pei Ma, Xu-Bin Wang, Hanshuo Qiu et al. · 0 citations

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