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20162026
most citedSGD and Hogwild! Convergence Without the Bounded Gradients Assumption

99 citations · 510 across the 39 of their papers we have counts for

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quant-ph2026

Breaking the Shot-Noise Barrier: Cached Recycled Variance-Reduced Gradients for Quantum Optimization

Lam M. Nguyen, Sumanta Mukherjee, Dzung T. Phan

Variational Quantum Algorithms (VQAs) rely heavily on classical optimization routines to navigate high-dimensional, noisy parameter landscapes. However, the evaluation of analytica…