الباحثون

Srikar Alla

المنشورات 2

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Quantum Entangled Multimodal Fusion Networks (QEMFN): Resource-Aware Hybrid Vision-Language Fusion via Trainable Entanglement

Srikar Alla, Ali Shiri Sichani, Chi-Ren Shyu · 2026

Multimodal vision-language systems typically fuse image and text embeddings through classical operators such as concatenation, attention, bilinear pooling, or tensor interactions. We propose Quantum Entangled Multimodal Fusion Networks (QEMFN), a hybrid quantum-classical framework that introduces parameterized entangle …

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When Normalization Selects the Sign: Auditing Robustness Ablations in Quantum Attention

Owen Friedewald, Srikar Alla, Ali Shiri Sichani وآخرون · 2026

Removing an input-scaling module changes both a classifier and the perturbations reaching its encoder. A robustness difference can therefore reflect the comparison rule as well as the module. We demonstrate this problem in a four-qubit quantum-attention detector on generated power-grid trajectories. A learned scaling m …

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