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cs.LG2025
Eidetic Learning: an Efficient and Provable Solution to Catastrophic Forgetting
Nicholas Dronen, Randall Balestriero
Catastrophic forgetting -- the phenomenon of a neural network learning a task t1 and losing the ability to perform it after being trained on some other task t2 -- is a long-standin…
cs.LG2022★ 6 cited
Adaptive Block Floating-Point for Analog Deep Learning Hardware
Ayon Basumallik, Darius Bunandar, Nicholas Dronen +6
Analog mixed-signal (AMS) devices promise faster, more energy-efficient deep neural network (DNN) inference than their digital counterparts. However, recent studies show that DNNs…