2 papers
cs.LG2026
Using predefined vector systems to speed up neural network multimillion class classification
Nikita Gabdullin, Ilya Androsov
Label prediction in neural networks (NNs) has O(n) complexity proportional to the number of classes. This holds true for classification using fully connected layers and cosine simi…
cs.LG2024
NIDS Neural Networks Using Sliding Time Window Data Processing with Trainable Activations and its Generalization Capability
Anton Raskovalov, Nikita Gabdullin, Ilya Androsov
This paper presents neural networks for network intrusion detection systems (NIDS), that operate on flow data preprocessed with a time window. It requires only eleven features whic…