119 citations · 127 across the 10 of their papers we have counts for
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cs.AI2020
Verifying Recurrent Neural Networks using Invariant Inference
Yuval Jacoby, Clark Barrett, Guy Katz
Deep neural networks are revolutionizing the way complex systems are developed. However, these automatically-generated networks are opaque to humans, making it difficult to reason…
cs.AI2018
Toward Scalable Verification for Safety-Critical Deep Networks
Lindsey Kuper, Guy Katz, Justin Gottschlich +3
The increasing use of deep neural networks for safety-critical applications, such as autonomous driving and flight control, raises concerns about their safety and reliability. Form…