Using Neural Networks for Novelty-based Test Selection to Accelerate Functional Coverage Closure

no code implementations • 1 Jul 2022 • Xuan Zheng, Kerstin Eder, Tim Blackmore

Novel test selectors used in simulation-based verification have been shown to significantly accelerate coverage closure regardless of the number of coverage holes.

DIRA: Dynamic Domain Incremental Regularised Adaptation

1 code implementation • 30 Apr 2022 • Abanoub Ghobrial, Xuan Zheng, Darryl Hond, Hamid Asgari, Kerstin Eder

We show that DIRA improves on the problem of forgetting and achieves strong gains in performance when retraining using a few samples from the target domain.

Domain Adaptation Image Classification