Empirical Near-Infrared Spectral Templates from SPHEREx: Disentangling AGN and Host-Galaxy Emission
Abstract
SPHEREx conducts the first all-sky near-infrared spectral survey over 0.75-5.0 μm, spanning the transition from host-galaxy starlight to AGN-heated torus emission and enabling spectroscopic identification of active galactic nuclei (AGNs). We develop a data-driven framework combining weighted non-negative matrix factorization with forward modeling to learn empirical rest-frame templates from 2,777 normal galaxies and 1,064 AGNs in the North Ecliptic Pole (NEP) field. The resulting 14-component dictionary contains seven galaxy templates spanning stellar-population continua and nebular emission and seven AGN templates capturing emission lines and warm and hot torus continua, providing an additive, operational decomposition. Inferred near-infrared host fractions correlate with independent SDSS spectral and HSC imaging decompositions (at Pearson r=0.68 and r=0.59), comparable to the SDSS-HSC correlation (r=0.66) and supporting the reliability of the AGN-host separation. In the NEP deep field, the same templates recover redshifts with |zfit−zspec| < 0.01 for 93.0% of galaxies and 93.5% of AGNs and distinguish galaxies, narrow-line AGNs, and broad-line AGNs with 81.3% accuracy. At all-sky depth, classification retains 72.9% accuracy. The near-infrared coefficients also flag questionable DESI spectral classifications and redshifts, showing how SPHEREx complements optical spectroscopy. Learned directly from survey spectrophotometry and extending beyond the K band, this empirical dictionary fills a long-standing gap in near-to-mid-infrared templates and provides a data-driven foundation for population-scale studies of AGN activity and its connection to host galaxies across the SPHEREx all-sky survey.
Related
- Infrared spectroscopy of gas-phase hydrogenated and methylated pyrenes: From laboratory spectra to the simulated 3.4 μm emission band
- GA-NIFS: sRMS, a new method for disentangling resolved and unresolved emission in integral field spectroscopy. Application to distant quasars
- Characterising the O9–B1 spectral transition in the near-infrared
- Estimation of Dust Mass from Infrared Emission and Extinction of Supernova Remnants: G93.7-0.2, G109.1-1.0, G156.2+5.7, and G166.0+4.3
- Estimation of Dust Mass from Infrared Emission and Extinction of Supernova Remnants: G93.7−0.2, G109.1−1.0, G156.2+5.7, and G166.0+4.3
BibTeX
@misc{ren2026empirical,
title = {{Empirical Near-Infrared Spectral Templates from SPHEREx: Disentangling AGN and Host-Galaxy Emission}},
author = {Wenke Ren and Hengxiao Guo and Zhenya Zheng and Minfeng Gu and Wenwen Zuo and Junxian Wang and Weida Hu and Zhen-Bo Su and Shi-Jiang Chen and Lin Long and Jiaqi Lin and Chi-Zhuo Wang},
howpublished = {arXiv},
year = {2026},
month = sep,
doi = {10.48550/arxiv.2609.02167},
eprint = {2609.02167},
archivePrefix = {arXiv},
url = {https://arxiv.org/abs/2609.02167},
note = {CC BY 4.0},
}
RIS
TY - UNPB
TI - Empirical Near-Infrared Spectral Templates from SPHEREx: Disentangling AGN and Host-Galaxy Emission
AU - Wenke Ren
AU - Hengxiao Guo
AU - Zhenya Zheng
AU - Minfeng Gu
AU - Wenwen Zuo
AU - Junxian Wang
AU - Weida Hu
AU - Zhen-Bo Su
AU - Shi-Jiang Chen
AU - Lin Long
AU - Jiaqi Lin
AU - Chi-Zhuo Wang
PY - 2026
DA - 2026/09/02
PB - arXiv
DO - 10.48550/arxiv.2609.02167
UR - https://arxiv.org/abs/2609.02167
AB - SPHEREx conducts the first all-sky near-infrared spectral survey over 0.75-5.0 μm, spanning the transition from host-galaxy starlight to AGN-heated torus emission and enabling spectroscopic identification of active galactic nuclei (AGNs). We develop a data-driven framework combining weighted non-negative matrix factorization with forward modeling to learn empirical rest-frame templates from 2,777 normal galaxies and 1,064 AGNs in the North Ecliptic Pole (NEP) field. The resulting 14-component dictionary contains seven galaxy templates spanning stellar-population continua and nebular emission and seven AGN templates capturing emission lines and warm and hot torus continua, providing an additive, operational decomposition. Inferred near-infrared host fractions correlate with independent SDSS spectral and HSC imaging decompositions (at Pearson r=0.68 and r=0.59), comparable to the SDSS-HSC correlation (r=0.66) and supporting the reliability of the AGN-host separation. In the NEP deep field, the same templates recover redshifts with |z_fit−z_spec| < 0.01 for 93.0% of galaxies and 93.5% of AGNs and distinguish galaxies, narrow-line AGNs, and broad-line AGNs with 81.3% accuracy. At all-sky depth, classification retains 72.9% accuracy. The near-infrared coefficients also flag questionable DESI spectral classifications and redshifts, showing how SPHEREx complements optical spectroscopy. Learned directly from survey spectrophotometry and extending beyond the K band, this empirical dictionary fills a long-standing gap in near-to-mid-infrared templates and provides a data-driven foundation for population-scale studies of AGN activity and its connection to host galaxies across the SPHEREx all-sky survey.
ER -