Neural Network Verification Research Paper
My last semester of undergrad, I took a graduate course called Hybrid Systems and Trusted Autonomy which included an individual semester long research project of my own choosing. I decided to research the most recent developments in the field of neural network verification. I was particularly interested in the algorithm presented in the paper Efficient Formal Safety Analysis of Neural Networks, implemented in a software package called Neurify. I noticed that the Neurify algorithm could be extended to be compatible with the sigmoid activation function. I implemented this modification to the algorithm and wrote a research paper summarizing my findings.