88 citations · 234 across the 33 of their papers we have counts for
5 papers · 1 filter
This is not the End: Rethinking Serverless Function Termination
Kalev Alpernas, Aurojit Panda, Mooly Sagiv
Elastic scaling is one of the central benefits provided by serverless platforms, and requires that they scale resource up and down in response to changing workloads. Serverless pla…
3PO: Programmed Far-Memory Prefetching for Oblivious Applications
Christopher Branner-Augmon, Narek Galstyan, Sam Kumar +5
Using memory located on remote machines, or far memory, as a swap space is a promising approach to meet the increasing memory demands of modern datacenter applications. Operating s…
NNSmith: Generating Diverse and Valid Test Cases for Deep Learning Compilers
Jiawei Liu, Jinkun Lin, Fabian Ruffy +4
Deep-learning (DL) compilers such as TVM and TensorRT are increasingly being used to optimize deep neural network (DNN) models to meet performance, resource utilization and other r…
Measuring the Effect of Training Data on Deep Learning Predictions via Randomized Experiments
Jinkun Lin, Anqi Zhang, Mathias Lecuyer +3
We develop a new, principled algorithm for estimating the contribution of training data points to the behavior of a deep learning model, such as a specific prediction it makes. Our…
Blockaid: Data Access Policy Enforcement for Web Applications
Wen Zhang, Eric Sheng, Michael Chang +3
Modern web applications serve large amounts of sensitive user data, access to which is typically governed by data-access policies. Enforcing such policies is crucial to preventing…