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Quantum algorithms achieve Heisenberg scaling for partition function estimation with adaptive cooling, reducing query complexity to $\widetilde O(n^{5/4}/\epsilon)$ and potentially $\widetilde O(n/\epsilon)$ with advanced estimators.
Quantum Gibbs states for complex, non-commuting Hamiltonians can now be prepared efficiently by transferring guarantees from simpler sources, overcoming the limitations of prior Hamiltonian families.
ROBBIN achieves nearly 90% attack success while preserving over 83% accuracy, making it a game-changer for reliable backdoor attacks across varying DRAM devices.
