"Our data shows that Tesla owners have driven this same stretch of highway with Autopilot engaged roughly 85,000 times since Autopilot was first rolled out in 2015. ... There are over 200 successful Autopilot trips per day on this exact stretch of road." Who wrote this statement does not understand software. If there is some kind of Heisenbug, those numbers are too small to prove that the software is ok, and actually…
Heisenbugs in AI are also interesting. As computers approach sentience, it will become progressively harder to explain their behavior. Why did you eat a bagel instead of eggs this morning? Usually there isn't a scientific answer. In the present, AI models are already so complicated that it seems hard to get reproducible diagnostic results, short of just saving every frame of data that the car's sensors pick up. And f…
>Catastrophic interference, also known as catastrophic forgetting, is the tendency of an artificial neural network to completely and abruptly forget previously learned information upon learning new information.