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Author

W. Dzwinel

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#artificial intelligence Preprint Nov 2025

Energy-Efficient Deep Learning Without Backpropagation: A Rigorous Hardware-Validated Benchmarking Study of Forward-Only Algorithms

Faster convergence is the remaining target for an end-to-end gain in forward-only deep learning, and a pre-registered ablation identifies gradient detachment, not MF's auxiliary losses, as the dominant factor tested.

Przemysław Spyra, W. Dzwinel · 0 citations

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