18 citations · 18 across the 2 of their papers we have counts for
2 papers
cs.LG2026★ 18 cited
Breaking the Homogeneity Assumption: Specialized Multi-Generator Adversarial Learning for Rare Failure Detection in Predictive Maintenance
Alexis Lazanas, Georgios Kampouropoulos
Supervised learning models in the predictive maintenance field are regularly trained on highly imbalanced industrial datasets: machine failures occur rarely but have a disproportio…
q-fin.ST2026
Beyond Sequential Prediction: Learning Financial Market Dynamics in Volatile and Non-Stationary Environments through Sentiment-Conditioned Generative Modelling
Alexis Lazanas, Spyridon Karpouzis
The problem of time-series forecasting in non-stationary and complex environments is a challenging task in machine learning, especially with heterogeneous numerical and textual dat…