hep-th · 2026-09-17 · No. 116
High Energy Physics - Theory, 2026-09-17.
1 new papers in hep-th. Titles, authors,
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01 — The papers
1 entries-
01
Deep learning emergent spacetime from fermionic spectral functions in holography
Koji Hashimoto, Hyun-Sik Jeong, Keun-Young Kim, Daichi Takeda, Kwan Yun
hep-th · cond-mat.str-el · cs.LG
We present a physics-informed machine learning framework based on Neural Ordinary Differential Equations that solves the holographic inverse problem: reconstructing the bulk spacetime and gauge field of a charged AdS black hole directly from boundary fermionic spectral functions. Encoding the UV asymptotics, horizon regularity, and zero temperature extremality as hard constraints in the neural network architecture, our framework reliably...
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