no code implementations • 25 Jul 2023 • Alexander Grushin, Walt Woods, Alvaro Velasquez, Simon Khan
Proxy criticality metrics that are computable in real-time (i. e., without actually simulating the effects of random actions) can be compared to the true criticality, and we show how to leverage these proxy metrics to generate safety margins, which directly tie the consequences of potentially incorrect actions to an anticipated loss in overall performance.
no code implementations • 26 Jan 2022 • Sourya Dey, Walt Woods
This paper presents LAGOON -- an open source platform for understanding the complex ecosystems of Open Source Software (OSS) communities.
no code implementations • 30 Jul 2021 • Alexander Grushin, Walt Woods
However, this also presents a limitation: because the trained neural network can successfully parse any sentence, it cannot be directly used to identify sentences that deviate from the format of the training sentences, i. e., that are anomalous.
no code implementations • 17 May 2021 • Walt Woods
When working to understand usage of a data format, examples of the data format are often more representative than the format's specification.
1 code implementation • 7 Jun 2019 • Walt Woods, Jack Chen, Christof Teuscher
For sensitive problems, such as medical imaging or fraud detection, Neural Network (NN) adoption has been slow due to concerns about their reliability, leading to a number of algorithms for explaining their decisions.
Ranked #1 on Robust classification on CIFAR-10