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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

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Chenghao Liu

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#artificial intelligence Preprint Sep 2026

AdaST: Adaptive Coupling for Spatial-Temporal Forecasting

Spatial-temporal (ST) forecasting underpins many real-world systems such as traffic, climate, and energy networks. While existing methods implicitly assume strong spatiotemporal coupling, we observe that real-world ST data exhibits distinct coupling regimes, ranging from temporal-dominated and spatial-dominated to stro...

Zhen-Yu Lei, Cheng-Hao Liu, Yu-Shun Dong et al. · 0 citations
Conference 2026

HETCLNN: A Lightweight Intrusion Detection Network with Class-Aware Self-Knowledge Distillation

With the proliferation of edge computing, building efficient NIDS faces challenges related to limited computational resources and class imbalance. To address the issues of high overhead and poor detection of rare attacks in existing models, this paper proposes a lightweight intrusion detection model based on Class-Awar...

Chenghao Liu · 0 citations

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