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cs.LG2025
Adaptive Spatial Goodness Encoding: Advancing and Scaling Forward-Forward Learning Without Backpropagation
Qingchun Gong, Robert Bogdan Staszewski, Kai Xu
The Forward-Forward (FF) algorithm offers a promising alternative to backpropagation (BP). Despite advancements in recent FF-based extensions, which have enhanced the original algo…
cs.LG2024
Recurrent Aggregators in Neural Algorithmic Reasoning
Kaijia Xu, Petar Veličković
Neural algorithmic reasoning (NAR) is an emerging field that seeks to design neural networks that mimic classical algorithmic computations. Today, graph neural networks (GNNs) are…