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Example As explained in Section II C, auto-differentiation represents the numerous computational operations of a computationally-complex function as directed acyclic graph (DAG)

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Differentiable simulations for particle tracking in accelerators: analysis, benchmarking and optimization

physics.acc-ph · 2025-07-11 · conditional · novelty 6.0

Automatic differentiation computes beamline optimization gradients faster than finite differences on CPU and usually on GPU.

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Differentiable simulations for particle tracking in accelerators: analysis, benchmarking and optimization physics.acc-ph · 2025-07-11 · conditional · none · ref 4
Automatic differentiation computes beamline optimization gradients faster than finite differences on CPU and usually on GPU.

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