2 papers
cs.LG2026
Beyond Accuracy: A Stability-Aware Metric for Multi-Horizon Forecasting
Chutian Ma, Grigorii Pomazkin, Giacinto Paolo Saggese +1
Traditional time series forecasting methods optimize for accuracy alone. This objective neglects temporal consistency, in other words, how consistently a model predicts the same fu…
cs.AI2025
Causal Inference in Energy Demand Prediction
Chutian Ma, Grigorii Pomazkin, Giacinto Paolo Saggese +1
Energy demand prediction is critical for grid operators, industrial energy consumers, and service providers. Energy demand is influenced by multiple factors, including weather cond…