Tian-Nuo Li

Tian-Nuo Li

*This is an algorithmically generated author record based on publicly available information.

Current Organizations / Institutes

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Tian-Nuo Li has a total of 32 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • Open Access

    Resolving the Hubble Tension in the Early Dark Energy Framework with JWST and DESI Data

    by Guo-Hong Du, Tian-Nuo Li, Lu Yin, Sheng-Han Zhou, Hao Wang, Jing-Fei Zhang, Xin Zhang

    In the JWST and DESI era, the JWST high-redshift galaxy observations and DESI baryon acoustic oscillation (BAO) measurements severely challenge the standard ΛCDM model, while the H 0 tension becomes increasingly prominent. In this work, we investigate the capability of the early dark energy (EDE) model to alleviate the H 0 tension utilizing cosmic microwave background (CMB) data from Planck, the Atacama Cosmology Telescope, and the South Pole Telescope, BAO data from DESI, and ultraviolet luminosity function observations from the JWST. Within the canonical Axion-EDE framework, the CMB+DESI+JWST data significantly increase the H 0 value to 71.58 ± 1.05 km s −1 Mpc −1 , with the residual H 0 tension quantified by Q DMAP reduced to 0.6 σ . Simultaneously, this model improves the fit to the JWST data and exhibits statistical performance significantly better than the ΛCDM model, with Δ χ tot 2 = − 18.26 and a change in the deviance information criterion (DIC) of ΔDIC = −11.89. Our results highlight the complementary advantages of JWST high-redshift galaxy data alongside early- and late-time observations in testing EDE and alleviating the H 0 tension.

  • Joint constraints on cosmic birefringence and early dark energy from ACT, Planck, DESI, and PantheonPlus

    by Lu Yin, Guo-Hong Du, Tian-Nuo Li, Xin Zhang

    With the increasing number of high-precision astronomical observations, physical quantities that were previously inaccessible to accurate calculations, such as cosmic birefringence, have once again become a focal point of interest. Such phenomena induce a nonvanishing cross-correlation between the E - and B -mode polarizations of the cosmic microwave background (CMB), thereby providing a direct observational signature of parity violation. The Chern-Simons coupling between the scalar field in early dark energy (EDE) models and CMB photons is regarded as a plausible mechanism for generating cosmic birefringence. Recent data from the Atacama Cosmology Telescope (ACT) deliver EB measurements at higher multipole moments than those previously achieved by Planck, while DESI and PantheonPlus datasets provide new and stringent constraints on the late-time expansion history. Using a joint analysis of Planck, DESI DR2, PantheonPlus, and ACT data, we perform a full-parameter constraint on the cosmic birefringence effects induced by the EDE-CMB photon coupling. Our results favor a higher Hubble constant, H 0 = 76.9 +2.9 -2.5 km s -1 Mpc -1 , and a relatively large EDE fraction, f EDE = 0.232 +0.074 -0.047 . By comparing the cosmological evolution of this model across different data combinations, we find that the ACT- EB data combined with Planck + DESI + PantheonPlus provide consistent constraints.

  • Conditional variational autoencoders for cosmological model discrimination and anomaly detection in cosmic microwave background power spectra

    by Tian-Yang Sun, Tian-Nuo Li, He Wang, Jing-Fei Zhang, Xin Zhang

    The cosmic microwave background power spectra are a primary window into the early universe. However, achieving interpretable compression and fast inference diagnostics under weak model assumptions remains challenging. We propose a parameter-conditioned variational autoencoder (CVAE) that aligns a data-driven latent representation with cosmological parameters while retaining an interface to likelihood-style diagnostic tests. The model achieves high directional reconstruction fidelity for the ${D}_{\ensuremath{\ell}}^{TT}$, ${D}_{\ensuremath{\ell}}^{EE}$, and ${D}_{\ensuremath{\ell}}^{TE}$ spectra in just five latent dimensions. It reconstructs spectra for several test cases beyond the $\mathrm{\ensuremath{\Lambda}}$ cold dark matter ($\mathrm{\ensuremath{\Lambda}}\mathrm{CDM}$) model, including controlled parameter extrapolations, and enables an amortized surrogate diagnostic that reduces one representative post-training Markov chain Monte Carlo run from $\ensuremath{\sim}40$ hours on CPU cores to $\ensuremath{\sim}2\text{ }\text{ }\mathrm{minutes}$ on a graphics processing unit in this demonstration. The learned latent space shows a distributed, partially structured organization that mirrors known cosmological parameters and their degeneracies. It also provides representation-space discrimination diagnostics for distinguishing tested cosmological spectra from a fiducial reference. Overall, this physics-informed CVAE supports interpretable compression, rapid diagnostic exploration, and anomaly-sensitive representation learning beyond $\mathrm{\ensuremath{\Lambda}}\mathrm{CDM}$.


  • Model-independent late-Universe measurements of H 0 and Ω K with the parametrization based on cosmic age-improved inverse distance ladder

    by Guo-Hong Du, Tian-Nuo Li, Jia-Le Ling, Yan-Hong Yao, Jing-Fei Zhang, Xin Zhang

    The standard $\mathrm{\ensuremath{\Lambda}}$-cold dark matter model has encountered serious challenges and the ${H}_{0}$ tension has become more significant with increasingly precise cosmological observations. Meanwhile, inconsistencies in measurements of the curvature parameter ${\mathrm{\ensuremath{\Omega}}}_{K}$ between different datasets also have emerged. In this Letter, we employ two global and cosmic age-based parametrizations, a parametrization based on cosmic age (PAge) and a more accurate parameterization based on cosmic age (MAPAge), to perform model-independent measurements of the Hubble constant ${H}_{0}$ and ${\mathrm{\ensuremath{\Omega}}}_{K}$ by utilizing the inverse distance ladder (IDL). To construct the PAge-improved IDL, we utilize the strong gravitational lensing (SGL), cosmic chronometers (CCs), and $\ensuremath{\gamma}$-ray burst (GRB) data to calibrate the latest Dark Energy Spectroscopic Instrument (DESI) second data release baryon acoustic oscillation and Dark Energy Survey (DES) year 5 or DES-Dovekie type Ia supernova data. Our analysis indicates that DESI+DES-Dovekie+SGL+CC+GRB gives ${H}_{0}=72.20\ifmmode\pm\else\textpm\fi{}1.00\text{ }\text{ }\mathrm{km}\text{ }{\mathrm{s}}^{\ensuremath{-}1}\text{ }{\mathrm{Mpc}}^{\ensuremath{-}1}$ in the MAPAge model, reducing the ${H}_{0}$ tension to the $0.6\ensuremath{\sigma}$ level. Extending to the $\mathrm{MAPAge}+{\mathrm{\ensuremath{\Omega}}}_{K}$ model, we obtain ${\mathrm{\ensuremath{\Omega}}}_{K}=0.005\ifmmode\pm\else\textpm\fi{}0.037$, which suggests that current late-time data are consistent with a flat universe. Finally, the Bayesian analysis indicates that the present late-Universe data provide weak to moderate evidence in favor of PAge and MAPAge relative to $\mathrm{\ensuremath{\Lambda}}\mathrm{CDM}$.


  • Top Cited Papers

    Dark Energy in the DESI Era: A Brief Review of Evidence, Beyond-ΛCDM Interpretations, and Tensions

    by Tian-Nuo Li, Guo-Hong Du, Hao Wang, Yun-He Li, Jing-Fei Zhang, Xin Zhang

    Recent baryon acoustic oscillation measurements from DESI provide important new clues for reassessing whether the standard $\Lambda$CDM model offers a sufficient description of the late-time expansion history of the Universe. When combined with cosmic microwave background and type Ia supernova data, these measurements show an apparent departure from the $\Lambda$CDM model, commonly described as dynamical dark energy (DDE) with equation of state crossing the phantom divide (i.e., quintom behavior). This review examines the current status of the DESI-motivated indications for DDE and their possible implications for physics beyond $\Lambda$CDM. We discuss how the strength of the preference for DDE depends on the adopted parametrization and dataset combination, and how residual systematics or internal tensions among datasets may affect its interpretation. At the background level, several mechanisms beyond $\Lambda$CDM can produce similar expansion histories. We therefore further discuss how the same effective departure from $w=-1$ may arise from physically distinct scenarios, including interacting dark energy, non-minimally coupled gravity, and non-standard dark matter. Meanwhile, these different new-physics interpretations may have different implications for current cosmological tensions, especially those involving $H_0$, $S_8$, and $\sum m_\nu$. In conclusion, the question posed by DESI is not merely whether dark energy evolves with time, but rather how, within the framework of precision cosmology, to disentangle new physics scenarios from systematic errors.


  • Top Cited Papers
    Open Access

    Model-independent reconstruction of quintessence potential and kinetic energy from DESI DR2 and Pantheon+ Supernovae

    by Shengjia Wang, Tian-Nuo Li, Tonghua Liu, Guo-Hong Du

    We present a model-independent reconstruction of the quintessence scalar field’s dynamics—both its potential and kinetic energy—directly from the latest cosmological observations. Our analysis combines DESI DR2 baryon acoustic oscillation measurements with the Pantheon+ Type Ia supernova compilation, employing Gaussian process with four distinct covariance kernels to avoid theoretical priors on the potential’s functional form. Key findings reveal a monotonically decreasing potential with redshift, consistent with thawing quintessence, and a kinetic energy that crosses zero near $$z \sim 1$$ z ∼ 1 , marking the dark energy–matter equality epoch. Notably, while apparent negative kinetic energy values emerge at intermediate redshifts ( $$0.5<z<1.0$$ 0.5 < z < 1.0 ), these are statistical artifacts within uncertainties, arising from error amplification in derivative reconstruction rather than new physics. Our results demonstrate the power of non-parametric methods to constrain dynamical dark energy and show minimal dependence on the choice of cosmological priors, whether from local (SH0ES) or early-universe (Planck) measurements.


  • Top Cited Papers
    Open Access

    Metastability in Emergent Dark Energy: A New Framework Confronting Cosmological Observations

    by Xiaolei Li, Tonghua Liu, Tian-Nuo Li, Guo-Hong Du, Arman Shafieloo, Marek Biesiada

    We propose the metastable emergent dark energy (MEDE) model, a novel phenomenological extension of the phenomenological and generalized emergent dark energy frameworks, in which dark energy exhibits a transitionary behavior, appearing at late times and vanishing toward the future. This model naturally enables a smooth crossing of the phantom dividing line in the dark energy equation of state, as hinted at by recent observations. The MEDE model is defined by a hyperbolic tangent dark energy equation of state w ( z ) = − 1 − Δ tanh [ log 10 ( ( 1 + z ) / ( 1 + z t ) ) ] , introducing only two free parameters—the transition redshift z t and the variation amplitude Δ—allowing both the emergent and transitionary behavior of dark energy. We constrain the MEDE model using a combined dataset of Planck cosmic microwave background (CMB) data, Dark Energy Spectroscopic Instrument (DESI) DR2 baryon acoustic oscillation measurements, and different compilations of Type Ia supernovae, obtaining z t = 0.42 5 − 0.120 + 0.084 and Δ = 0.8 7 − 0.35 + 0.29 (for CMB+DESI+PantheonPlus), indicating a statistically significant deviation from the cosmological constant. Statistical comparisons show that the MEDE model is preferred over ΛCDM by the combined dataset, with ΔDIC MEDE−ΛCDM = −9.29. The MEDE model performs comparably to the Chevallier–Polarski–Linder (CPL) dynamical dark energy parameterization (ΔDIC MEDE −CPL = 0.74), with no strong statistical distinction from CPL using current data. Notably, MEDE preserves the success of ΛCDM in describing early-universe physics and naturally accommodates the phantom-crossing signature indicated by the latest low-redshift observations. The MEDE scenario provides a compelling dark energy phenomenology that may guide us toward interesting theoretical implications.


  • Measuring neutrino mass in light of ACT DR6 and DESI DR2

    by Lu Feng, Tian-Nuo Li, Guo-Hong Du, Jing-Fei Zhang, Xin Zhang


  • Top Cited Papers

    Robust evidence for dynamical dark energy in light of DESI DR2 and joint ACT, SPT, and Planck data

    by Tian-Nuo Li, Guo-Hong Du, Sheng-Han Zhou, Yun-He Li, Jing-Fei Zhang, Xin Zhang


  • Top Cited Papers
    Open Access

    Cosmological search for sterile neutrinos after DESI 2024

    by Guo-Hong Du, Tian-Nuo Li, Peng-Ju Wu, Lu Feng, Sheng-Han Zhou, Jing-Fei Zhang, Xin Zhang

    The question of whether massive sterile neutrinos exist remains a crucial unresolved issue in both particle physics and cosmology. We explore the cosmological constraints on massive sterile neutrinos using the latest observational data, including the baryon acoustic oscillations data from the Dark Energy Spectroscopic Instrument (DESI), the cosmic microwave background data from the Planck satellite and Atacama Cosmology Telescope (ACT), and the 5-year Type Ia supernova data and 3-year weak-lensing data from the Dark Energy Survey (DES). We search for massive sterile neutrinos within the $$\Lambda $$ Λ CDM, w CDM, and $$w_0w_a$$ w 0 w a CDM models. Our analysis shows that when considering massive sterile neutrinos within the $$w_0w_a\mathrm CDM$$ w 0 w a C D M model, the combined datasets allow us to infer a nonzero sterile neutrino mass at an approximately $$2\sigma $$ 2 σ confidence level. Specifically, in the $$w_0w_a$$ w 0 w a CDM+Sterile model, the effective mass of sterile neutrinos and the effective number of relativistic species are constrained to $$m_{\nu ,\ \textrm{sterile}}^{\textrm{eff}} = 0.50^{+0.33}_{-0.27} \, \textrm{eV}$$ m ν , sterile eff = 0 . 50 - 0.27 + 0.33 eV and $$N_\textrm{eff} = 3.076^{+0.011}_{-0.017}$$ N eff = 3 . 076 - 0.017 + 0.011 , respectively. However, the $$\Lambda $$ Λ CDM+Sterile and w CDM+Sterile models could not provide evidence supporting the existence of massive sterile neutrinos.