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cs.LG2024
A Complete Set of Quadratic Constraints for Repeated ReLU and Generalizations
Sahel Vahedi Noori, Bin Hu, Geir Dullerud +1
This paper derives a complete set of quadratic constraints (QCs) for the repeated ReLU. The complete set of QCs is described by a collection of matrix copositivity conditions. We a…
eess.SY2024
Stability and Performance Analysis of Discrete-Time ReLU Recurrent Neural Networks
Sahel Vahedi Noori, Bin Hu, Geir Dullerud +1
This paper presents sufficient conditions for the stability and -gain performance of recurrent neural networks (RNNs) with ReLU activation functions. These conditions are d…