Search Results for author: Asaf Cidon

Found 9 papers, 5 papers with code

Monitoring and Adapting ML Models on Mobile Devices

no code implementations12 May 2023 Wei Hao, Zixi Wang, Lauren Hong, Lingxiao Li, Nader Karayanni, Chengzhi Mao, Junfeng Yang, Asaf Cidon

ML models are increasingly being pushed to mobile devices, for low-latency inference and offline operation.

DPack: Efficiency-Oriented Privacy Budget Scheduling

1 code implementation26 Dec 2022 Pierre Tholoniat, Kelly Kostopoulou, Mosharaf Chowdhury, Asaf Cidon, Roxana Geambasu, Mathias Lécuyer, Junfeng Yang

This DP budget can be regarded as a new type of compute resource in workloads of multiple ML models training on user data.

Fairness Scheduling

A Tale of Two Models: Constructing Evasive Attacks on Edge Models

1 code implementation22 Apr 2022 Wei Hao, Aahil Awatramani, Jiayang Hu, Chengzhi Mao, Pin-Chun Chen, Eyal Cidon, Asaf Cidon, Junfeng Yang

In this paper, we introduce a new evasive attack, DIVA, that exploits these differences in edge adaptation, by adding adversarial noise to input data that maximizes the output difference between the original and adapted model.

Quantization Vocal Bursts Valence Prediction

Treehouse: A Case For Carbon-Aware Datacenter Software

no code implementations6 Jan 2022 Thomas Anderson, Adam Belay, Mosharaf Chowdhury, Asaf Cidon, Irene Zhang

The end of Dennard scaling and the slowing of Moore's Law has put the energy use of datacenters on an unsustainable path.

Privacy Budget Scheduling

2 code implementations29 Jun 2021 Tao Luo, Mingen Pan, Pierre Tholoniat, Asaf Cidon, Roxana Geambasu, Mathias Lécuyer

We describe PrivateKube, an extension to the popular Kubernetes datacenter orchestrator that adds privacy as a new type of resource to be managed alongside other traditional compute resources, such as CPU, GPU, and memory.

Fairness Scheduling

BPF for storage: an exokernel-inspired approach

1 code implementation25 Feb 2021 Yu Jian Wu, Hongyi Wang, Yuhong Zhong, Asaf Cidon, Ryan Stutsman, Amy Tai, Junfeng Yang

The overhead of the kernel storage path accounts for half of the access latency for new NVMe storage devices.

Operating Systems Databases

Characterizing and Taming Model Instability Across Edge Devices

no code implementations18 Oct 2020 Eyal Cidon, Evgenya Pergament, Zain Asgar, Asaf Cidon, Sachin Katti

We characterize different sources for instability, and show that differences in compression formats and image signal processing account for significant instability in object classification models.

Cost-Aware Robust Tree Ensembles for Security Applications

2 code implementations3 Dec 2019 Yizheng Chen, Shiqi Wang, Weifan Jiang, Asaf Cidon, Suman Jana

There are various costs for attackers to manipulate the features of security classifiers.

Spam detection

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