Pouya Haghi

InstaTrain: Adaptive Training via Ultra-Fast Natural Annealing within Dynamical Systems

Time-series modeling is broadly adopted to capture underlying patterns present in historical data, allowing prediction of future values. However, one crucial aspect of such modeling is often overlooked: in highly dynamic environments, data distributions can shift drastically within a second or less.…