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International Journal of Research and Innovation
Current issue · Volume 1, Issue 1 · July 2026
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Computer Science

Federated Learning under Intermittent Connectivity

A federated training protocol tolerant of dropped clients maintains convergence guarantees under the connectivity patterns typical of rural deployments.

Karthik Nair · Vol 1, Issue 1 · pp. 15-26

Sparse Attention Mechanisms for Low-Resource Language Models

We present a sparse attention scheme that reduces inference cost for morphologically rich, low-resource languages without measurable loss in downstream accuracy.

Ananya Rao, Devashish Kumar · Vol 1, Issue 1 · pp. 1-14