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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Zhong-Di Liu

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2 papers indexed here

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Open access Aug 2026

Automatic LOFAR Line-Spectrum Extraction with Hybrid Dataset Construction and a Continuity-Aware U-Net

Line-spectrum features in ship-radiated noise are essential for the analysis and recognition of passive sonar targets. Robust automatic extraction from low-frequency analysis and recording (LOFAR) spectrograms remains challenging in underwater acoustic environments owing to strong background fluctuations and interferen...

Zhong-Di Liu, Chenmu Li, Bin Zhou et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Causal neural set filtering for online multi-target tracking

Causal Neural Set Filtering (CNSF) is proposed, a neural set filter that encodes only current measurements while carrying past evidence in a structured recursive track state that imposes soft one-to-one constraints, propagate association-induced state uncertainty, and support existence estimation under missed detection...

Zhong-Di Liu, Huang-Yu Dai · 0 citations

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