Enjoyable talk on "hoard", #asplos2019 most influential paper award. Presented at asplos 2000.
It all started with Cilk...
This is super cool, DeepSigns is a watermarking framework for deep learning models.
Authenticating distributed DNN trained models, verifying that x model is *my* model.
- wm still detectable through tuning and pruning of model
- lower false-pos/neg compared to other similar works
- API allows usage on top of existing learning/training frameworks
X-container approach to container platform'.
Unlike docker, containers run on small exo-kernel which enforces isolation, and containers are compiled as single-process with Linux as "libos".
Allows better isolation than docker, with less reqs on hardware (clear cont needs nested VM support).
gVisor seemed to add more overhead, but not sure.