A new definition of quantum computer energy efficiency is introduced and applied to five major qubit platforms, yielding concrete consumption estimates for current systems and a benchmarking framework for future architectures.
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A data-driven reconstruction recovers leading resonant normal form coefficients in phase oscillator networks from noisy observations, with first- and second-order procedures and proven error bounds under stated assumptions.
Kosmos is an AI scientist that maintains coherence over hundreds of agent steps via a shared world model, executes thousands of code lines and reads thousands of papers per run, and produces traceable reports with 79.4% statement accuracy according to independent reviewers.
Multi-qumode transfer reduces n-qubit state conversion time to O(2^{n/m}) and enables qubit QFT approximation in O(m 2^{n/m}/ε + m²) runtime.
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Amorphous silicon metasurfaces enable photo-thermally tunable photon-pair generation through SFWM, achieving rates above 3.8 kHz with high purity and deviations from quadratic power scaling due to heating-induced resonance shifts.
Review of quantum computing methods and potential for non-ground-state quantum chemistry including reaction dynamics, mechanisms, and finite temperatures.