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ABSTRACT: During the last few decades, we have witnessed the advent of Personal Computers, the Internet, and Social Networks. In turn, these technological innovations have been incorporated into areas ...

Abstract: Reservoir computing is a type of a recurrent neural network, mapping the input into higher-dimensional space using fixed and nonlinear dynamical systems, called reservoirs. In the literature ...

The Gillespie algorithm provides statistically exact methods for simulating stochastic dynamics modeled as interacting sequences of discrete events including systems of biochemical reactions or ...

This work introduces the differentiable Gillespie algorithm, DGA, which is a differentiable variant of the celebrated (and exact) Gillespie algorithm commonly used to perform stochastic simulations ...

Algorithms are involved in decisions ranging from trivial to significant, but people often express distrust toward them. Research suggests that educational efforts to explain how algorithms work may ...

Not revised: This Reviewed Preprint includes the authors’ original preprint (without revision), an eLife assessment, and public reviews. This work introduces the differentiable Gillespie algorithm, ...

ABSTRACT: Algorithmic technology in the gig economy is widely used and adopted by digital platform companies as a new form of managing employees. However, this approach has changed the form of ...

The jump unravelling of a quantum master equation decomposes the dynamics of an open quantum system into abrupt jumps, interspersed by periods of coherent dynamics where no jumps occur. Simulating ...