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C. C. Wanjura

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#machine learning Preprint Aug 2026

Unifying Physical Backpropagation

Physical computing systems exploit device dynamics for computation, but their gradient-based optimization is challenging: backpropagation through a digital twin suffers from a model-reality gap. On-device gradient computation could resolve this issue, and a handful of theoretical and experimental studies have proposed...

Cyrill Bösch, Yiğithan Gediz, C. C. Wanjura et al. · 1 citation
Preprint Sep 2026

Non-Hermitian topology in driven-dissipative systems: correspondence with quantum correlations and a resource for entanglement

Directional amplification, in which signals are amplified selectively depending on their propagation direction, is a key resource for quantum information processing and stands in one-to-one correspondence with non-trivial non-Hermitian topology. So far, this correspondence has concerned the mean fields, and thus classi...

Niladri Chakraborty, C. C. Wanjura · 0 citations

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