DeepAdversaries: Examining the Robustness of Deep Learning Models for Galaxy Morphology Classification

Posted by klaurent Chicago

Kavli Affiliate: Brian Nord | First 5 Authors: Aleksandra Ćiprijanović, Diana Kafkes, Gregory Snyder, F. Javier Sánchez, Gabriel Nathan Perdue | Summary: Data processing and analysis pipelines in cosmological survey experiments introduce data perturbations that can significantly degrade the performance of deep learning-based models. Given the increased adoption of supervised deep learning methods for processing […]


Continue.. DeepAdversaries: Examining the Robustness of Deep Learning Models for Galaxy Morphology Classification

Neutrino Observations of LHAASO Sources: Present Constraints and Future Prospects

Posted by klaurent Peking

Kavli Affiliate: Zhuo Li | First 5 Authors: Tian-Qi Huang, Zhuo Li, , , | Summary: The Large High Altitude Air Shower Observatory (LHAASO) observed a dozen of gamma-ray sources with significant emission above 100 TeV, which may be strong candidates of PeVatrons. Neutrino observations are crucial to diagnose whether the gamma-ray radiative process is […]


Continue.. Neutrino Observations of LHAASO Sources: Present Constraints and Future Prospects

Neutrino Observations of LHAASO Sources: Present and Prospect

Posted by klaurent Peking

Kavli Affiliate: Zhuo Li | First 5 Authors: Tian-Qi Huang, Zhuo Li, , , | Summary: The Large High Altitude Air Shower Observatory (LHAASO) observed a dozen of gamma-ray sources with significant emission above 100 TeV, which are the possible accelerators of PeV cosmic-rays. The neutrino observations are required to answer whether these high energy […]


Continue.. Neutrino Observations of LHAASO Sources: Present and Prospect