most citedModel-independent calibration of Gamma-Ray Bursts with neural networks

2 citations · 2 across the 3 of their papers we have counts for

collaborators

15 papers

astro-ph.CO2026

Joint reconstruction of and with physics informed neural networks

Konstantinos F. Dialektopoulos

We present a model-independent joint reconstruction of the Hubble parameter and the growth rate using a dual-head physics-informed neural network trained on four…

astro-ph.CO20262 cited

Model-independent calibration of Gamma-Ray Bursts with neural networks

Purba Mukherjee, Maria Giovanna Dainotti, Konstantinos F. Dialektopoulos +2

The Cold Dark Matter (CDM) cosmological model has been highly successful in predicting cosmic structure and evolution, yet recent precision measurements have highlighted d…

gr-qc2026

Inflation driven by repulsive-like primordial black holes

Konstantinos Dialektopoulos, Theodoros Papanikolaou, Vasilios Zarikas

We review a new natural inflationary mechanism operated by repulsive-like primordial black holes (PBHs). In particular, working within the ``Swiss - Cheese" cosmological framework,…

astro-ph.CO2026

Do equation of state parametrizations of dark energy faithfully capture the dynamics of the late universe?

Özgür Akarsu, Maria Caruana, Konstantinos F. Dialektopoulos +3

We investigate how strongly late-time inferences about DE dynamics depend on the functional prior used to represent the expansion history. Using identical late-time combinations of…

gr-qc2026

Cosmology of Cubic Poincaré Gauge gravity

Sebastian Bahamonde, Rebecca Briffa, Konstantinos Dialektopoulos +2

In this paper, we study flat FLRW cosmology for a Poincaré gauge theory containing cubic invariants that is free from ghosts in arbitrary backgrounds in the axial and vector secto…

astro-ph.CO2026

Hints of sign-changing scalar field energy density and a transient acceleration phase at from model-agnostic reconstructions

Özgür Akarsu, Maria Caruana, Konstantinos F. Dialektopoulos +3

We present a data-driven reconstruction of the late-time expansion history and its implications for dark-energy dynamics. Modeling the reduced Hubble rate with a node-based Gaussia…