GoKawiilFranklin, A. Experiment, Right or Wrong (Cambridge Univ. Press, 1990).
Radder, H. The Philosophy of Scientific Experimentation (Univ. Pittsburgh Press, 2003).
Shamos, M. H. Great Experiments in Physics: Firsthand Accounts from Galileo to Einstein (Courier Corporation, 1987).
Krenn, M., Malik, M., Fickler, R., Lapkiewicz, R. & Zeilinger, A. Automated search for new quantum experiments. Phys. Rev. Lett. 116, 090405 (2016). This paper presents Melvin, an early AI-driven framework for the design of photonic quantum information experiments, with several of its proposed experimental configurations subsequently realized in laboratories.
Knott, P. A search algorithm for quantum state engineering and metrology. New J. Phys. 18, 073033 (2016). This paper presents Tachikoma, an early AI-driven framework for designing quantum metrology experiments, initially using genetic algorithms and later incorporating neural network surrogate models.
Ruiz-Gonzalez, C. et al. Digital discovery of 100 diverse quantum experiments with PyTheus. Quantum 7, 1204 (2023). This paper presents PyTheus, a discovery framework for photonic quantum optics that enables efficient exploration of experimental designs via an overcomplete, physics-inspired continuous search space, yielding 100 diverse quantum experiments.
Fürrutter, F., Muñoz-Gil, G. & Briegel, H. J. Quantum circuit synthesis with diffusion models. Nat. Mach. Intell. 6, 515–524 (2024).
Landgraf, J., Wanjura, C. C., Peano, V. & Marquardt, F. Artificial discovery of lattice models for wave transport. Preprint at https://doi.org/10.48550/arXiv.2508.10693 (2025).
Babazadeh, A. et al. High-dimensional single-photon quantum gates: concepts and experiments. Phys. Rev. Lett. 119, 180510 (2017).
Erhard, M., Malik, M., Krenn, M. & Zeilinger, A. Experimental Greenberger–Horne–Zeilinger entanglement beyond qubits. Nat. Photonics 12, 759–764 (2018).
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