Why LSTMs Work: The One Line That Makes Long-Range Memory Possible
August 24, 2026
Plain recurrent networks forget everything past about ten steps. LSTMs don't. The reason comes down to a single equation — and it's the same trick that makes ResNets and Transformers trainable.