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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

Saptarshi Debroy

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Preprint Jul 2026

AI or Real: Detecting Partially Altered Videos Under Resource-Constrained Environments

The proliferation of generative video models has shifted the practical detection threat from fully fabricated clips to partially manipulated footages. Although modern detectors achieve strong accuracy using foundation backbones of 400M+ parameters, their resource footprint precludes edge deployment. In this paper, we p...

Tamoghna Chakraborty, Md. Nurul Absur, Sourya Saha et al. · 0 citations
#reinforcement learning Conference Jul 2026

ProFlow: RL-Driven and Performance-Aware Proactive Flow Placement in Datacenter Networks

ProFlow leverages distributed telemetry signals and offline-trained reinforcement learning to identify precursor congestion conditions and proactively reroute protected flows before throughput degradation occurs, demonstrating the effectiveness of anticipatory congestion management.

Sourya Saha, Md. Nurul Absur, Saptarshi Debroy · 0 citations

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