2 papers
cs.LG2025
Anomaly Detection Based on Critical Paths for Deep Neural Networks
Fangzhen Zhao, Chenyi Zhang, Naipeng Dong +2
Deep neural networks (DNNs) are notoriously hard to understand and difficult to defend. Extracting representative paths (including the neuron activation values and the connections…
cs.LG2025
Monotonic Learning in the PAC Framework: A New Perspective
Ming Li, Chenyi Zhang, Qin Li
Monotone learning describes learning processes in which expected performance consistently improves as the amount of training data increases. However, recent studies challenge this…