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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

Yu-Hang He

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Aug 2026

Incremental Vision–Language Object Detection via Sparse Frequency Transform

Vision-language object detectors (VLODs) pretrained on large image-text corpora exhibit strong zero-shot detection abilities, yet their performance often degrades on specialized downstream tasks that arrive sequentially. Hence, we study Incremental Vision-Language Object Detection (IVLOD), which requires continually ad...

Xiang Song, Zi-Ye Yang, Yu-Hang He et al. · 0 citations
Preprint Aug 2026

BPG: Balancing Plasticity and Generalization for Domain Incremental Learning

Deep neural networks excel in various tasks but struggle to generalize across evolving data distributions, leading to significant performance degradation under domain shifts. Domain incremental learning (DIL) addresses this challenge by enabling models to continuously adapt while retaining prior knowledge. Among existi...

Qiang Wang, Songlin Dong, Shao-Kun Wang et al. · 0 citations

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