Ali Muhammad

Optimising Domain-Specific Neuron Activation for Efficient Multimodal Language Understanding In Cloud AI Systems

A unified four-quadrant taxonomy of efficiency strategies is proposed, an integrated future-research agenda built on three converging innovations: adaptive cross-modal attention re-weighting, knowledge-injection pathways, and sparse domain-conditioned neuron gating are outlined, and the cloud-aware evaluation framework that would validate them are outlined.