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06/28/2023
Boost: Effective Caching in Differentially-Private Databases
Differentially private (DP) databases can enable privacy-preserving anal...
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05/12/2023
Monitoring and Adapting ML Models on Mobile Devices
ML models are increasingly being pushed to mobile devices, for low-laten...
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12/26/2022
Packing Privacy Budget Efficiently
Machine learning (ML) models can leak information about users, and diffe...
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04/22/2022
A Tale of Two Models: Constructing Evasive Attacks on Edge Models
Full-precision deep learning models are typically too large or costly to...
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08/16/2021
Memtrade: A Disaggregated-Memory Marketplace for Public Clouds
We present Memtrade, the first memory disaggregation system for public c...
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06/29/2021
Privacy Budget Scheduling
Machine learning (ML) models trained on personal data have been shown to...
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02/25/2021
BPF for storage: an exokernel-inspired approach
The overhead of the kernel storage path accounts for half of the access ...
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10/18/2020
Characterizing and Taming Model Instability Across Edge Devices
The same machine learning model running on different edge devices may pr...
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08/05/2020
PrismDB: Read-aware Log-structured Merge Trees for Heterogeneous Storage
In recent years, emerging hardware storage technologies have focused on ...
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07/28/2020
A Large-Scale Analysis of Attacker Activity in Compromised Enterprise Accounts
We present a large-scale characterization of attacker activity across 11...
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12/03/2019
Training Robust Tree Ensembles for Security
Tree ensemble models including random forests and gradient boosted decis...
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10/02/2019
Detecting and Characterizing Lateral Phishing at Scale
We present the first large-scale characterization of lateral phishing at...
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11/14/2018
Bandana: Using Non-volatile Memory for Storing Deep Learning Models
Typical large-scale recommender systems use deep learning models that ar...
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05/08/2018
Live Recovery of Bit Corruptions in Datacenter Storage Systems
Due to its high performance and decreasing cost per bit, flash is becomi...
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02/08/2017
Flashield: a Key-value Cache that Minimizes Writes to Flash
As its price per bit drops, SSD is increasingly becoming the default sto...
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10/26/2016