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Tri-Band Channel Measurement-Enabled Multi-Layer Digital Twin for Terahertz Wireless Data Centers

arXiv cs.LG ↗ · 2026-09-03 Cached

This paper proposes a measurement-driven multi-layer digital twin framework for terahertz wireless data centers, using tri-band channel measurements to enable AI-based channel reconstruction and system optimization for future AI computing demands.

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#neural-field

Fourier Feature Pyramids for Physics-Informed Neural Networks

arXiv cs.LG ↗ · 2026-05-26 Cached

The paper introduces beignet, a PINN architecture that replaces random Fourier features with a trainable multi-resolution Fourier feature pyramid, achieving higher accuracy and computational efficiency on PDE benchmarks.

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