87 citations · 96 across the 8 of their papers we have counts for
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cs.LG2023
PACOL: Poisoning Attacks Against Continual Learners
Huayu Li, Gregory Ditzler
Continual learning algorithms are typically exposed to untrusted sources that contain training data inserted by adversaries and bad actors. An adversary can insert a small number o…
cs.LG2023★ 5 cited
Knowledge Distillation Under Ideal Joint Classifier Assumption
Huayu Li, Xiwen Chen, Gregory Ditzler +2
Knowledge distillation constitutes a potent methodology for condensing substantial neural networks into more compact and efficient counterparts. Within this context, softmax regres…
cs.LG2021
ProtoShotXAI: Using Prototypical Few-Shot Architecture for Explainable AI
Samuel Hess, Gregory Ditzler
Unexplainable black-box models create scenarios where anomalies cause deleterious responses, thus creating unacceptable risks. These risks have motivated the field of eXplainable A…