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

Sparse Attention Mechanisms for Low-Resource Language Models

A learned sparse-attention scheme cuts inference cost for morphologically rich, low-resource languages with no measurable loss in accuracy.

Ananya Rao, Devashish Kumar · Vol 1, Issue 1 · pp. 1-11

Differentially Private Recommendation at the Edge

A federated recommender adds calibrated noise on-device, preserving utility under a strict privacy budget.

Ananya Rao · Vol 1, Issue 1 · pp. 21-28

On-Device Speech Recognition for Indian Languages

A compact acoustic model runs fully on-device across nine Indian languages with competitive word-error rates.

Karthik Nair · Vol 1, Issue 1 · pp. 12-20

Quantised Transformers for Embedded Vision

Post-training quantisation retains accuracy on embedded vision tasks at a quarter of the memory footprint.

Ananya Rao · Vol 1, Issue 1 · pp. 29-40