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arxiv: 2605.17397 · v1 · pith:ICWQJMO7new · submitted 2026-05-17 · 🌌 astro-ph.HE

Exploring the Transitional Parameter Space of Blazars using Gamma-ray and X-ray Population Diagnostics

Zahoor Malik , Sikandar Akbar , Zahir Shah This is my paper

Pith reviewed 2026-05-19 22:52 UTC · model grok-4.3

classification 🌌 astro-ph.HE
keywords changing-look blazarsblazar populationsgamma-ray diagnosticsX-ray diagnosticstransitional blazarsFSRQsBL Lacs
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The pith

Changing-look blazars occupy intermediate gamma-ray and X-ray spaces but lie closer to flat-spectrum radio quasars.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The paper investigates the gamma-ray and X-ray population properties of changing-look blazars by comparing them to large samples of BL Lac objects and flat-spectrum radio quasars from established catalogs. It finds that while changing-look blazars occupy regions that overlap both classes, their centroids and projections in parameter space place them nearer to the flat-spectrum radio quasar group. This matters for understanding blazar diversity because it positions changing-look objects as a link that retains more characteristics of one subclass, potentially informing how these high-energy sources change appearance over time.

Core claim

Changing-look blazars mainly occupy intermediate and overlap regions in the gamma-ray parameter space between BL Lacs and flat-spectrum radio quasars. Centroid locations in different parameter planes, along with PCA and UMAP projections, show the changing-look population lies closer to the flat-spectrum radio quasar region. The X-ray analysis shows a similar behavior, with the overall distribution nearer to flat-spectrum radio quasars than to BL Lacs. The X-ray/gamma-ray coupling relations and random-forest classification probabilities are consistent with this trend.

What carries the argument

Comparison of spectral, variability, and broadband properties using gamma-ray parameters from the 4FGL-DR4 catalog and X-ray information from the LSXPS catalog, analyzed via centroids, principal component analysis, uniform manifold approximation and projection, and random-forest classification.

If this is right

  • CLBs form a transitional population between the two main blazar subclasses.
  • The population retains characteristics closer to the FSRQ population in both gamma-ray and X-ray spaces.
  • X-ray and gamma-ray coupling supports the closer alignment to FSRQs.
  • Statistical projections like PCA and UMAP confirm the positioning in parameter space.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • If true, this implies that the mechanism driving changing-look behavior operates within systems that are more FSRQ-like in their jet or accretion properties.
  • Models of blazar evolution may need to incorporate changing-look objects as a stage that starts from or stays near the FSRQ side rather than the middle.
  • Additional multi-wavelength data on these sources could reveal whether the transition involves shifts in the dominant emission processes.

Load-bearing premise

The gamma-ray and X-ray parameters from the catalogs faithfully represent the intrinsic properties of the three populations without major selection biases.

What would settle it

Discovery of a sizable changing-look blazar sample whose gamma-ray and X-ray distributions and centroids align statistically more with BL Lacs than with flat-spectrum radio quasars in independent data sets.

Figures

Figures reproduced from arXiv: 2605.17397 by Sikandar Akbar, Zahir Shah, Zahoor Malik.

Figure 1
Figure 1. Figure 1: Violin distributions of the principal 𝛾-ray parameters for the CLB, BLL, and FSRQ populations. The upper panel shows the distributions of the photon index and logarithmic pivot energy, while the lower panel presents the distributions of the logarithmic variability index and log-parabola curvature parameter (𝛽). The violin distributions illustrate the median behavior, interquartile spread, and overall popul… view at source ↗
Figure 2
Figure 2. Figure 2: Representative two-parameter 𝛾-ray distributions for the CLB, BLL, and FSRQ populations using combinations of photon index, pivot energy, and variability index. The corresponding centroid positions are also shown in each panel [PITH_FULL_IMAGE:figures/full_fig_p005_2.png] view at source ↗
Figure 3
Figure 3. Figure 3: Two-dimensional principal component analysis (PCA) projection of the CLB, BLL, and FSRQ populations using the selected 𝛾-ray parameters. tween the two populations, indicating that the relative balance be￾tween X-ray and 𝛾-ray emission in transitional blazars differs from that of typical BLLs while still retaining similarities to FSRQs. The statistical differences between the populations were quantified usi… view at source ↗
Figure 4
Figure 4. Figure 4: Two-dimensional UMAP projection of the CLB, BLL, and FSRQ populations derived from the selected 𝛾-ray parameters [PITH_FULL_IMAGE:figures/full_fig_p006_4.png] view at source ↗
Figure 5
Figure 5. Figure 5: Distribution of the random-forest classification probabilities for the CLB population. MNRAS 000, 1–11 (2026) [PITH_FULL_IMAGE:figures/full_fig_p006_5.png] view at source ↗
Figure 6
Figure 6. Figure 6: Violin distributions of the X-ray and X-ray/𝛾-ray properties for the LSXPS-associated CLB, BLL, and FSRQ samples. The figure shows the distributions of the X-ray photon index, HR2 hardness ratio, X-ray luminosity, and the log(𝐹X/𝐹𝛾 ) ratio for the three populations [PITH_FULL_IMAGE:figures/full_fig_p007_6.png] view at source ↗
Figure 7
Figure 7. Figure 7: Cumulative distribution functions (CDFs) of the X-ray photon index and HR2 hardness ratio for the LSXPS-associated CLB, BLL, and FSRQ populations. 7 SUMMARY AND DISCUSSION The main results of this work can be summarized as follows: • CLBs mainly occupy intermediate and overlapping regions be￾tween the BLL and FSRQ populations in both the 𝛾-ray and X-ray parameter spaces. • The PCA and UMAP projections show… view at source ↗
Figure 8
Figure 8. Figure 8: X-ray/𝛾-ray coupling relations for the BLL, FSRQ, and CLB populations. The panels show the relations between the 𝛾-ray photon index and X-ray photon index (top-left), 𝛾-ray photon index and HR2 hardness ratio (top-right), 𝛾-ray and X-ray fluxes (bottom-left), and 𝛾-ray and X-ray luminosities (bottom-right). The centroid markers indicate the median positions of the three subclasses in each parameter space. … view at source ↗
read the original abstract

We investigate the $\gamma$-ray and X-ray population properties of changing-look blazars (CLBs) using sources from the Fourth \textit{Fermi} LAT Source Catalog Data Release 4 (4FGL-DR4) together with X-ray information from the Living \textit{Swift} XRT Point Source (LSXPS) catalog. The CLB sample is compared with large populations of confirmed BL Lac objects (BLLs) and flat-spectrum radio quasars (FSRQs) using spectral, variability, and broadband properties. In the $\gamma$-ray parameter space, CLBs mainly occupy intermediate and overlap regions between the BLL and FSRQ populations. However, the centroid locations in different parameter planes, along with the PCA and UMAP projections, show that the CLB population lies closer to the FSRQ region. The X-ray analysis also shows a similar behavior, where the overall distribution of CLBs in the X-ray parameter space is found to be nearer to FSRQs than to BLLs. In addition, the X-ray/$\gamma$-ray coupling relations and random-forest classification probabilities are consistent with this trend. Overall, the results suggest that CLBs form a transitional population between the two main blazar subclasses while retaining characteristics closer to the FSRQ population.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

2 major / 2 minor

Summary. The manuscript investigates the gamma-ray and X-ray population properties of changing-look blazars (CLBs) drawn from the 4FGL-DR4 and LSXPS catalogs. It compares the CLB sample to large populations of BL Lac objects (BLLs) and flat-spectrum radio quasars (FSRQs) using spectral, variability, and broadband parameters, applying centroid analysis, PCA and UMAP projections, and random-forest classification. The central claim is that CLBs occupy intermediate and overlapping regions but lie closer to the FSRQ population, forming a transitional class with characteristics more similar to FSRQs than to BLLs.

Significance. If the trends survive bias corrections, the work would strengthen the case for an evolutionary or unification link between blazar subclasses by positioning CLBs as a bridge population. The reliance on public catalogs and standard unsupervised/supervised techniques (PCA, UMAP, random forest) is a positive for reproducibility and falsifiability. The result could inform physical models of the changing-look phenomenon, though its impact is currently limited by the absence of selection-effect modeling.

major comments (2)
  1. [§4 (Gamma-ray parameter space)] §4 (Gamma-ray parameter space): the reported centroid shifts, PCA/UMAP projections, and overlap regions are derived from direct comparison of 4FGL-DR4 parameters without any modeling of flux limits, detection thresholds, or volume corrections. Because BLLs and FSRQs have systematically different redshift and luminosity distributions, the apparent placement of CLBs closer to FSRQs could be an artifact of catalog selection rather than an intrinsic transitional property. This directly affects the load-bearing claim in the abstract.
  2. [§5 (X-ray analysis and classification)] §5 (X-ray analysis and classification): the X-ray parameter distributions from LSXPS, X-ray/γ-ray coupling relations, and random-forest probabilities are presented without addressing source overlap handling or redshift-dependent selection biases. The assumption that catalog parameters faithfully represent intrinsic properties (weakest assumption) is therefore untested, weakening the cross-band consistency argument for the transitional interpretation.
minor comments (2)
  1. [Abstract] Abstract: sample sizes, exact parameter definitions, and error treatment are not stated, making it difficult for readers to assess the quantitative support for the reported trends.
  2. [Figures] Figure captions (throughout): clarity would be improved by explicitly stating which parameters enter each PCA/UMAP projection and how overlapping sources between catalogs are treated.

Simulated Author's Rebuttal

2 responses · 0 unresolved

We thank the referee for the constructive and detailed report. We value the emphasis on reproducibility and the potential implications for blazar unification models. We agree that selection effects warrant explicit discussion and will revise the manuscript to address this limitation while preserving the core observational results. Below we respond to each major comment.

read point-by-point responses

  1. Referee: [§4 (Gamma-ray parameter space)] §4 (Gamma-ray parameter space): the reported centroid shifts, PCA/UMAP projections, and overlap regions are derived from direct comparison of 4FGL-DR4 parameters without any modeling of flux limits, detection thresholds, or volume corrections. Because BLLs and FSRQs have systematically different redshift and luminosity distributions, the apparent placement of CLBs closer to FSRQs could be an artifact of catalog selection rather than an intrinsic transitional property. This directly affects the load-bearing claim in the abstract.

    Authors: We acknowledge that the analysis in §4 uses observed 4FGL-DR4 parameters directly without explicit flux-limit or volume corrections. All three populations are extracted from the identical catalog, so the relative locations of centroids, PCA/UMAP projections, and overlap regions are subject to the same selection function. The small size of the CLB sample precludes robust luminosity-function modeling. In the revised manuscript we will add a new subsection in §4 that (i) quantifies the redshift and flux distributions of each class, (ii) repeats the centroid and projection analyses after imposing a common gamma-ray flux threshold, and (iii) discusses the remaining limitations. These additions will clarify the robustness of the reported proximity to the FSRQ population. revision: partial

  2. Referee: [§5 (X-ray analysis and classification)] §5 (X-ray analysis and classification): the X-ray parameter distributions from LSXPS, X-ray/γ-ray coupling relations, and random-forest probabilities are presented without addressing source overlap handling or redshift-dependent selection biases. The assumption that catalog parameters faithfully represent intrinsic properties (weakest assumption) is therefore untested, weakening the cross-band consistency argument for the transitional interpretation.

    Authors: We agree that §5 does not explicitly treat possible source overlaps between the LSXPS and 4FGL-DR4 catalogs or apply redshift-dependent bias corrections. The X-ray analysis is presented as a consistency check rather than an independent statistical test. In revision we will (i) document the cross-matching procedure and any duplicate handling, (ii) add a brief assessment of how the X-ray flux limits may affect the observed distributions, and (iii) note that the random-forest classification uses the same catalog parameters as the unsupervised methods. These clarifications will strengthen the cross-band argument without overclaiming intrinsic-property fidelity. revision: partial

Circularity Check

0 steps flagged

No circularity in empirical catalog-based population comparison

full rationale

The paper conducts a direct empirical comparison of observed gamma-ray and X-ray parameters drawn from external public catalogs (4FGL-DR4 and LSXPS) for three blazar populations, applying standard unsupervised (PCA, UMAP) and supervised (random forest) methods to assess overlaps and centroids. No equations, parameter fits, or definitions are shown to reduce the reported transitional status or proximity to FSRQs back to quantities constructed from the same data or self-citations; the central claim rests on observable distributions and projections that remain falsifiable against the input catalogs without internal redefinition or renaming of results.

Axiom & Free-Parameter Ledger

0 free parameters · 1 axioms · 0 invented entities

The study relies on established blazar classification schemes and the completeness assumptions of the cited catalogs without introducing new physical entities or many adjustable parameters.

axioms (1)
  • domain assumption Blazars can be reliably divided into BL Lac and FSRQ subclasses using optical spectral properties and other standard observables.
    This is the reference framework against which the CLB sample is compared.

pith-pipeline@v0.9.0 · 5769 in / 1313 out tokens · 40507 ms · 2026-05-19T22:52:18.067771+00:00 · methodology

discussion (0)

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Works this paper leans on

54 extracted references · 54 canonical work pages · 20 internal anchors

  1. [1]

    AM Wolfe, Ed , volume=

    Pittsburgh conference on BL Lac objects , author=. AM Wolfe, Ed , volume=

    work page

  2. [2]

    Unified Schemes for Radio-Loud Active Galactic Nuclei

    Unified Schemes for Radio-Loud Active Galactic Nuclei. , keywords =. doi:10.1086/133630 , archivePrefix =. astro-ph/9506063 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1086/133630

  3. [3]

    , year = 2016, month = sep, volume =

    Gamma-Ray Observations of Active Galactic Nuclei. , year = 2016, month = sep, volume =. doi:10.1146/annurev-astro-081913-040044 , adsurl =

    work page doi:10.1146/annurev-astro-081913-040044 2016

  4. [4]

    , keywords =

    Relativistic Jets from Active Galactic Nuclei. , keywords =. doi:10.1146/annurev-astro-081817-051948 , archivePrefix =. 1812.06025 , primaryClass =

    work page doi:10.1146/annurev-astro-081817-051948

  5. [5]

    Modeling the Emission Processes in Blazars

    Modeling the emission processes in blazars. , keywords =. doi:10.1007/s10509-007-9404-0 , archivePrefix =. astro-ph/0608713 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1007/s10509-007-9404-0

  6. [6]

    , keywords =

    Comptonization of Diffuse Ambient Radiation by a Relativistic Jet: The Source of Gamma Rays from Blazars?. , keywords =. doi:10.1086/173633 , adsurl =

    work page doi:10.1086/173633

  7. [7]

    , keywords =

    Model for the High-Energy Emission from Blazars. , keywords =. doi:10.1086/173251 , adsurl =

    work page doi:10.1086/173251

  8. [8]

    The Complete Sample of 1 Jansky BL Lacertae Objects. I. Summary Properties. , keywords =. doi:10.1086/170133 , adsurl =

    work page doi:10.1086/170133

  9. [9]

    The Einstein Observatory Extended Medium-Sensitivity Survey. II. The Optical Identifications. , keywords =. doi:10.1086/191582 , adsurl =

    work page doi:10.1086/191582

  10. [10]

    , keywords =

    A theoretical unifying scheme for gamma-ray bright blazars. , keywords =. doi:10.1046/j.1365-8711.1998.02032.x , archivePrefix =. astro-ph/9807317 , primaryClass =

    work page doi:10.1046/j.1365-8711.1998.02032.x 1998

  11. [11]

    The blazar sequence 2.0

    The Blazar Sequence 2.0. Galaxies , keywords =. doi:10.3390/galaxies4040036 , archivePrefix =. 1609.08606 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.3390/galaxies4040036

  12. [12]

    , keywords =

    A unifying view of the spectral energy distributions of blazars. , keywords =. doi:10.1046/j.1365-8711.1998.01828.x , archivePrefix =. astro-ph/9804103 , primaryClass =

    work page doi:10.1046/j.1365-8711.1998.01828.x 1998

  13. [13]

    From the Blazar Sequence to the Blazar Envelope: Revisiting the Relativistic Jet Dichotomy in Radio-loud AGN

    From the Blazar Sequence to the Blazar Envelope: Revisiting the Relativistic Jet Dichotomy in Radio-loud Active Galactic Nuclei. , keywords =. doi:10.1088/0004-637X/740/2/98 , archivePrefix =. 1107.5105 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1088/0004-637x/740/2/98

  14. [14]

    The Third Catalog of Active Galactic Nuclei Detected by the Fermi Large Area Telescope

    The Third Catalog of Active Galactic Nuclei Detected by the Fermi Large Area Telescope. , keywords =. doi:10.1088/0004-637X/810/1/14 , archivePrefix =. 1501.06054 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1088/0004-637x/810/1/14

  15. [15]

    , keywords =

    The Fourth Catalog of Active Galactic Nuclei Detected by the Fermi Large Area Telescope. , keywords =. doi:10.3847/1538-4357/ab791e , archivePrefix =. 1905.10771 , primaryClass =

    work page doi:10.3847/1538-4357/ab791e 1905

  16. [16]

    Active Galactic Nuclei: what's in a name?

    Active galactic nuclei: what's in a name?. , keywords =. doi:10.1007/s00159-017-0102-9 , archivePrefix =. 1707.07134 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1007/s00159-017-0102-9

  17. [17]

    The Discovery of the First "Changing Look" Quasar: New Insights into the Physics & Phenomenology of AGN

    The Discovery of the First Changing Look Quasar: New Insights Into the Physics and Phenomenology of Active Galactic Nucleus. , keywords =. doi:10.1088/0004-637X/800/2/144 , archivePrefix =. 1412.2136 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1088/0004-637x/800/2/144

  18. [18]

    Towards an Understanding of Changing-Look Quasars: An Archival Spectroscopic Search in SDSS

    Toward an Understanding of Changing-look Quasars: An Archival Spectroscopic Search in SDSS. , keywords =. doi:10.3847/0004-637X/826/2/188 , archivePrefix =. 1509.03634 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.3847/0004-637x/826/2/188

  19. [19]

    2023, Changing-look active galactic nuclei, Nature Astronomy, 7, 1282, doi: 10.1038/s41550-023-02108-4

    Changing-look active galactic nuclei. Nature Astronomy , keywords =. doi:10.1038/s41550-023-02108-4 , archivePrefix =. 2211.05132 , primaryClass =

    work page doi:10.1038/s41550-023-02108-4

  20. [20]

    An Optical Overview of Blazars with LAMOST. I. Hunting Changing-look Blazars and New Redshift Estimates. , keywords =. doi:10.3847/1538-3881/abe41d , archivePrefix =. 2103.10861 , primaryClass =

    work page doi:10.3847/1538-3881/abe41d

  21. [21]

    The Astrophysical Journal , abstract =

    The Physical Properties of Changing-look Blazars. , keywords =. doi:10.3847/1538-4357/ad0fdf , archivePrefix =. 2403.00078 , primaryClass =

    work page doi:10.3847/1538-4357/ad0fdf

  22. [22]

    , keywords =

    Fermi Large Area Telescope Fourth Source Catalog. , keywords =. doi:10.3847/1538-4365/ab6bcb , archivePrefix =. 1902.10045 , primaryClass =

    work page doi:10.3847/1538-4365/ab6bcb 1902

  23. [23]

    Blazar Flaring Patterns (B-FlaP): Classifying Blazar Candidates of Uncertain type in the third Fermi-LAT catalog by Artificial Neural Networks

    Blazar flaring patterns (B-FlaP) classifying blazar candidate of uncertain type in the third Fermi-LAT catalogue by artificial neural networks. , keywords =. doi:10.1093/mnras/stw1830 , archivePrefix =. 1607.07822 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1093/mnras/stw1830

  24. [24]

    , keywords =

    Classification of blazar candidates of uncertain type from the Fermi LAT 8-yr source catalogue with an artificial neural network. , keywords =. doi:10.1093/mnras/staa394 , archivePrefix =. 2002.10256 , primaryClass =

    work page doi:10.1093/mnras/staa394 2002

  25. [25]

    , keywords =

    Classification of Fermi-LAT blazars with Bayesian neural networks. , keywords =. doi:10.1088/1475-7516/2022/04/023 , archivePrefix =. 2112.01403 , primaryClass =

    work page doi:10.1088/1475-7516/2022/04/023 2022

  26. [26]

    Research and characterisation of blazar candidates among the Fermi/LAT 3FGL catalogue using multivariate classifications

    Research and characterisation of blazar candidates among the Fermi/LAT 3FGL catalogue using multivariate classifications. , keywords =. doi:10.1051/0004-6361/201629552 , archivePrefix =. 1703.01822 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1051/0004-6361/201629552

  27. [27]

    , keywords =

    Classification of Blazar Candidates of Unknown Type in Fermi 4LAC by Unanimous Voting from Multiple Machine-learning Algorithms. , keywords =. doi:10.3847/1538-4357/acbdfa , archivePrefix =. 2303.14137 , primaryClass =

    work page doi:10.3847/1538-4357/acbdfa

  28. [28]

    , author Zhou, R.X

    Zhao, J W and Zhou, R X and Zheng, Y G and Kang, S J , title =. Monthly Notices of the Royal Astronomical Society , volume =. 2026 , month =. doi:10.1093/mnras/stag542 , url =

    work page doi:10.1093/mnras/stag542 2026

  29. [29]

    Jolliffe, I. T. , title =. 2002 , publisher =

    work page 2002

  30. [30]

    UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

    UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction. arXiv e-prints , keywords =. doi:10.48550/arXiv.1802.03426 , archivePrefix =. 1802.03426 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.48550/arxiv.1802.03426

  31. [31]

    , keywords =

    A real-time transient detector and the living Swift-XRT point source catalogue. , keywords =. doi:10.1093/mnras/stac2937 , archivePrefix =. 2208.14478 , primaryClass =

    work page doi:10.1093/mnras/stac2937

  32. [32]

    Spectroscopy of The Largest Ever Gamma-ray Selected BL Lac Sample

    Spectroscopy of the Largest Ever -Ray-selected BL Lac Sample. , keywords =. doi:10.1088/0004-637X/764/2/135 , archivePrefix =. 1301.0323 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1088/0004-637x/764/2/135

  33. [33]

    , keywords =

    A simplified view of blazars: clearing the fog around long-standing selection effects. , keywords =. doi:10.1111/j.1365-2966.2011.20044.x , archivePrefix =. 1110.4706 , primaryClass =

    work page doi:10.1111/j.1365-2966.2011.20044.x 2011

  34. [35]

    Optical Spectroscopic Observations of Gamma-ray Blazar Candidates. V. TNG, KPNO, and OAN Observations of Blazar Candidates of Uncertain Type in the Northern Hemisphere. , keywords =. doi:10.3847/0004-6256/151/2/32 , archivePrefix =. 1609.04829 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.3847/0004-6256/151/2/32

  35. [37]

    2022 , month =

    Xiao, Hubing and Fan, Junhui and Ouyang, Zhihao and Hu, Liangjun and Chen, Guohai and Fu, Liping and Zhang, Shaohua , title =. The Astrophysical Journal , abstract =. 2022 , month =. doi:10.3847/1538-4357/ac887f , url =

    work page doi:10.3847/1538-4357/ac887f 2022

  36. [38]

    Universe , keywords =

    A New Sample of Gamma-Ray Emitting Jetted Active Galactic Nuclei. Universe , keywords =. doi:10.3390/universe8110587 , archivePrefix =. 2211.03400 , primaryClass =

    work page doi:10.3390/universe8110587

  37. [39]

    Universe , keywords =

    A New Sample of Gamma-Ray Emitting Jetted Active Galactic Nuclei Preliminary Results. Universe , keywords =. doi:10.3390/universe7100372 , archivePrefix =. 2110.01995 , primaryClass =

    work page doi:10.3390/universe7100372

  38. [40]

    , author Ogle, P.M

    When Is BL Lac Not a BL Lac?. , keywords =. doi:10.1086/309716 , adsurl =

    work page doi:10.1086/309716

  39. [41]

    The Nature of Transition Blazars

    The Nature of Transition Blazars. , keywords =. doi:10.1088/0004-637X/797/1/19 , archivePrefix =. 1410.1539 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1088/0004-637x/797/1/19

  40. [42]

    changing-look

    Gaia19bsj/AT2019evq: A Changing-look Quasar at a Redshift of 1.3. Research Notes of the American Astronomical Society , year = 2019, month = jul, volume =. doi:10.3847/2515-5172/ab304a , adsurl =

    work page doi:10.3847/2515-5172/ab304a 2019

  41. [43]

    doi:10.1111/j.1365-2966.2012.21372.x , eprint =

    Blue Fermi flat spectrum radio quasars. , keywords =. doi:10.1111/j.1365-2966.2012.21554.x , archivePrefix =. 1205.0808 , primaryClass =

    work page doi:10.1111/j.1365-2966.2012.21554.x 2012

  42. [44]

    Are many radio-selected BL Lacs radio quasars in disguise?

    Are many radio-selected BL Lacs radio quasars in disguise?. , keywords =. doi:10.1093/mnras/stv573 , archivePrefix =. 1502.07121 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1093/mnras/stv573

  43. [45]

    doi:10.5281/zenodo.8239456 , url =

    work page doi:10.5281/zenodo.8239456

  44. [46]

    , keywords =

    Classification and Jet Power of Fermi Blazars. , keywords =. doi:10.3847/1538-4357/ac7bde , adsurl =

    work page doi:10.3847/1538-4357/ac7bde

  45. [47]

    , keywords =

    The Changing-look Blazar B2 1420+32. , keywords =. doi:10.3847/1538-4357/abf63d , archivePrefix =. 2103.08707 , primaryClass =

    work page doi:10.3847/1538-4357/abf63d

  46. [48]

    Spectroscopy of Broad Line Blazars from 1LAC

    Spectroscopy of Broad-line Blazars from 1LAC. , keywords =. doi:10.1088/0004-637X/748/1/49 , archivePrefix =. 1201.0999 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1088/0004-637x/748/1/49

  47. [49]

    , keywords =

    The transition between BL Lac objects and flat spectrum radio quasars. , keywords =. doi:10.1111/j.1365-2966.2011.18578.x , archivePrefix =. 1012.0308 , primaryClass =

    work page doi:10.1111/j.1365-2966.2011.18578.x 2011

  48. [50]

    Radio-Gamma-ray connection and spectral evolution in 4C +49.22 (S4 1150+49): the Fermi, Swift and Planck view

    Radio-gamma-ray connection and spectral evolution in 4C +49.22 (S4 1150+49): the Fermi, Swift and Planck view. , keywords =. doi:10.1093/mnras/stu2011 , archivePrefix =. 1409.8101 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1093/mnras/stu2011

  49. [51]

    TXS 0506+056, the first cosmic neutrino source, is not a BL Lac

    TXS 0506+056, the first cosmic neutrino source, is not a BL Lac. , keywords =. doi:10.1093/mnrasl/slz011 , archivePrefix =. 1901.06998 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1093/mnrasl/slz011 1901

  50. [52]

    The changing look of PKS 2149-306

    The changing look of PKS 2149-306. , keywords =. doi:10.1051/0004-6361/200811128 , archivePrefix =. 0902.1789 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.1051/0004-6361/200811128

  51. [53]

    , keywords =

    The Fourth Catalog of Active Galactic Nuclei Detected by the Fermi Large Area Telescope: Data Release 3. , keywords =. doi:10.3847/1538-4365/ac9523 , archivePrefix =. 2209.12070 , primaryClass =

    work page doi:10.3847/1538-4365/ac9523

  52. [54]

    Fermi Large Area Telescope Fourth Source Catalog Data Release 4 (4FGL-DR4)

    Fermi Large Area Telescope Fourth Source Catalog Data Release 4 (4FGL-DR4). arXiv e-prints , keywords =. doi:10.48550/arXiv.2307.12546 , archivePrefix =. 2307.12546 , primaryClass =

    work page internal anchor Pith review Pith/arXiv arXiv doi:10.48550/arxiv.2307.12546

  53. [55]

    Machine Learning , author =

    Random Forests. Machine Learning , keywords =. doi:10.1023/A:1010933404324 , adsurl =

    work page doi:10.1023/a:1010933404324

  54. [56]

    Comprehensive variability analysis of blazars using Fermi light curves across multiple timescales , author =. Phys. Rev. D , volume =. 2025 , month =. doi:10.1103/61tz-jk8c , url =

    work page doi:10.1103/61tz-jk8c 2025