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Fraida Fund

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Book Open access Aug 2026

Mind the Generalization Gap: Lessons from Reproducing Research on Machine Learning for Wireless Networks

Machine learning is increasingly used across wireless systems, with research papers reporting highly promising results, yet most proposed solutions are never deployed in practice. One major reason is the generalization gap between research evaluation and real world wireless settings. In this paper, we reproduce studies...

Lavesh Mangal, Fraida Fund, S. Panwar · Conference on Applications,... · 0 citations

Preprint Aug 2026

Extending Low Latency Service Across the Internet

This work proposes a deployment strategy that reduces the need to upgrade expensive core routers by using existing networking mechanisms such as BGP communities, SRv6, and priority queues with rate caps, and demonstrates the feasibility of this approach through large scale experiments on the FABRIC testbed.

Harkirat Singh, Fatih Berkay Sarpkaya, Hakan Gulec et al. · 0 citations