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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

X. Jia

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Book Open access Nov 2026

DCFAD: Dual-Path Cross-Attention with Learnable Fractional Fourier Transform for Time Series Anomaly Detection

Multivariate time series anomaly detection is crucial for failure diagnosis, network security, and intelligent operations. Reconstruction-based approaches are well suited for unsupervised scenarios, as they detect anomalies without labeled data and model complex temporal patterns through reconstruction. However, despit...

Xiao-Wei Jia, Sheng-Xi Wang, Kai-Kai Yang et al. · 0 citations
Review Aug 2026

UAV3DCrop: Benchmarking 3D Reconstruction in Repeated Multi-Angle UAV Crop Surveys

This work introduces UAV3DCrop, a public benchmark of repeated multi-angle unmanned aerial vehicle (UAV) crop surveys, and evaluates seven scene-optimized methods -- Neural Radiance Field and 3D Gaussian Splatting variants -- on held-out views, photogrammetry-referenced depth, and canopy-height recovery.

Junxiong Zhou, Xuechen Li, Chonghao Qiu et al. · 0 citations

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