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quant-ph2026
Generative AI Beyond Tokens: Quantum Resource Consumption of IQP Circuits
Tom Krüger, Wolfgang Mauerer
Quantum generative modelling casts sampling as a generative task: a parametrised quantum circuit is trained such that sampling reproduces a target probability distribution. Instant…
quant-ph2024
Out of the Loop: Structural Approximation of Optimisation Landscapes and non-Iterative Quantum Optimisation
Tom Krüger, Wolfgang Mauerer
The Quantum Approximate Optimisation Algorithm (QAOA) is a widely studied quantum-classical iterative heuristic for combinatorial optimisation. While QAOA targets problems in compl…