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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

Mingrui Liang

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Preprint Aug 2026

When Text Misleads: Inconsistent-Aware Reasoning for Audio-Grounded Dialogue

A scalable framework that identifies text-biased surface interpretations and converts disagreement regions into conflict QA examples and develops an agentic-style reasoning framework that converts speech into an Audio Twin, a text-readable representation of localized acoustic cues that exposes acoustic evidence to the...

Yen-Ju Lu, Yu-Zhe Wang, Yao-Han Guan et al. · 1 citation
Preprint Jul 2026

Leveraging Gradient Reversal Loss and Multitask Learning for Datasets-Aware Audio Deepfake Detection

This work proposes a practical dataset-aware framework for deepfake detection that relies only on dataset identity as a naturally available supervisory signal for multitask (MT) and gradient reversal layer (GRL) training, allowing the model to investigate both dataset-aware multitask supervision and adversarial suppres...

Mingrui Liang, Thomas Thebaud, Lukasz Wójciak et al. · 0 citations

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