collaborators

5 papers

stat.ML2026

E-Scores for (In)Correctness Assessment of Generative Model Outputs

Guneet S. Dhillon, Javier González, Teodora Pandeva +1

While generative models, especially large language models (LLMs), are ubiquitous in today's world, principled mechanisms to assess their (in)correctness are limited. Using the conf…

astro-ph.CO2025

A model-independent assessment of the late-time dark energy density evolution

Rayff de Souza, Agripino Sousa-Neto, Javier E. González +1

Combined measurements of Baryon Acoustic Oscillations (BAO) from the Dark Energy Spectroscopic Survey (DESI), the Cosmic Microwave Background (CMB) and Type Ia Supernovae (SN Ia),…

astro-ph.CO2025

Exploring cosmological constraints on galaxy formation time

Agripino Sousa-Neto, Maria Aldinêz Dantas, Javier E. González +2

The Universe consists of a variety of objects that formed at different epochs, leading to variations in the formation time which represents the time elapsed from the onset of struc…

astro-ph.CO2025

Evidence for dynamical dark energy from DESI-DR2 and SN data? A symbolic regression analysis

Agripino Sousa-Neto, Carlos Bengaly, Javier E. Gonzalez +1

Recent measurements of Baryon Acoustic Oscillations (BAO) from the Dark Energy Spectroscopic Survey (DESI DR2), combined with data from the cosmic microwave background (CMB) and Ty…

cs.LG2025

Beyond Flatland: A Geometric Take on Matching Methods for Treatment Effect Estimation

Melanie F. Pradier, Javier González

Matching is a popular approach in causal inference to estimate treatment effects by pairing treated and control units that are most similar in terms of their covariate information.…