DeepBern-Nets: Taming the Complexity of Certifying Neural Networks Using Bernstein Polynomial Activations and Precise Bound Propagation.
Haitham KhedrYasser ShoukryPublished in: AAAI (2024)
Keyphrases
- neural network
- worst case
- polynomial hierarchy
- computational complexity
- upper bound
- space complexity
- multilayer perceptron
- artificial neural networks
- pattern recognition
- polynomial size
- wave propagation
- complexity bounds
- control system
- self organizing maps
- error bounds
- sufficient conditions
- multi layer
- data sets
- fuzzy logic
- computational cost
- learning algorithm