Neena Xavier

Information Preservation in Communication-Constrained Neural Representation Transfer: Classical and Quantum-Inspired Amplitude Encoding

Neural representations learned by neural networks encode task-relevant information, but their behavior under communication constraints is still poorly understood. We propose an information-theoretic framework for the comparison of classical compression and quantum-inspired amplit...