Inserting SWAP gates into the variational circuit of a hybrid quantum neural network degrades classification accuracy by up to roughly 74%, with targeted insertions able to ruin a single class's accuracy.
Born's rule and measurement
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
Born's rule in its conventional textbook form applies to the small class of projective measurements only. It is well-known that a generalization of Born's rule to realistic experiments must be phrased in terms of positive operator valued measures (POVMs). This generalization accounts for things like losses, imperfect measurements, limited detection accuracy, dark detector counts, and the simultaneous measurement of position and momentum. Starting from first principles, this paper gives a self-contained, deductive introduction to quantum measurement and Born's rule, in its generalized form that applies to the results of measurements described by POVMs. It is based on a suggestive definition of what constitutes a detector, assuming an intuitive informal notion of response. The formal exposition is embedded into the context of a variaety of quotes from the literature illuminating historical aspects of the subject. The material presented suggests a new approach to introductory courses on quantum mechanics.
fields
quant-ph 1years
2025 1verdicts
REJECT 1representative citing papers
citing papers explorer
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SQUASH: A SWAP-Based Quantum Attack to Sabotage Hybrid Quantum Neural Networks
Inserting SWAP gates into the variational circuit of a hybrid quantum neural network degrades classification accuracy by up to roughly 74%, with targeted insertions able to ruin a single class's accuracy.