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cs.LG2025
Inverse Autoregressive Flows for Zero Degree Calorimeter fast simulation
Emilia Majerz, Witold Dzwinel, Jacek Kitowski
Physics-based machine learning blends traditional science with modern data-driven techniques. Rather than relying exclusively on empirical data or predefined equations, this method…
cs.LG2025
Energy-Efficient Deep Learning Without Backpropagation: A Rigorous Hardware-Validated Benchmarking Study of Forward-Only Algorithms
Przemysław Spyra, Witold Dzwinel
Backpropagation (BP) powers modern deep learning, but it must hold every activation in memory until a global backward sweep consumes it, and that sweep locks each layer until the o…