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#surrogate-models

0 stories this week · 3 this month · 3 in 6 months · mostly AI

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Relatedbenchmarks1 control-plane1 entanglement1 neural-operators1 physics-informed-learning1 pn-junction1 quality-of-transmission1 quantum-networks1 semiconductor-devices1 tfno1 the-well1 uncertainty-quantification1

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arXiv cs.AI / cs.LG / cs.CL13d ago

Physics-informed surrogate models one-dimensional p-n junction diodes

Median L1 error is 0.11% on potential and 1.5% and 0.61% on carrier densities.

physics-informed-learning semiconductor-devices

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arXiv cs.AI / cs.LG / cs.CL17d ago

Modest TFNO tuning beats published Well neural-operator baselines

With one input timestep and the same 12-hour limit, tuned TFNO lowers VRMSE on 15 of 17 tasks.

neural-operators the-well

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arXiv cs.AI / cs.LG / cs.CL26d ago

Paper asks when quantum controllers should compute, simulate, or learn fidelity

Analytical methods can suffice in simple regimes, while learned surrogates cut runtime versus simulation for online control.

quantum-networks quality-of-transmission

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