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08/28/2023
Graph Analytics on Evolving Data (Abstract)
We consider the problem of graph analytics on evolving graphs. In this s...
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08/17/2023
That Doesn't Go There: Attacks on Shared State in Multi-User Augmented Reality Applications
Augmented Reality (AR) is expected to become a pervasive component in en...
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07/26/2023
Plug and Pray: Exploiting off-the-shelf components of Multi-Modal Models
The rapid growth and increasing popularity of incorporating additional m...
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07/22/2023
Learn to Compress (LtC): Efficient Learning-based Streaming Video Analytics
Video analytics are often performed as cloud services in edge settings, ...
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07/17/2023
DeepMem: ML Models as storage channels and their (mis-)applications
Machine learning (ML) models are overparameterized to support generality...
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04/20/2023
Jedi: Entropy-based Localization and Removal of Adversarial Patches
Real-world adversarial physical patches were shown to be successful in c...
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11/02/2022
Defending with Errors: Approximate Computing for Robustness of Deep Neural Networks
Machine-learning architectures, such as Convolutional Neural Networks (C...
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03/30/2022
Spy in the GPU-box: Covert and Side Channel Attacks on Multi-GPU Systems
The deep learning revolution has been enabled in large part by GPUs, and...
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01/05/2022
ROOM: Adversarial Machine Learning Attacks Under Real-Time Constraints
Advances in deep learning have enabled a wide range of promising applica...
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02/15/2021
Securing Connected Vehicle Applications with an Efficient Dual Cyber-Physical Blockchain Framework
While connected vehicle (CV) applications have the potential to revoluti...
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11/19/2020
Leaky Buddies: Cross-Component Covert Channels on Integrated CPU-GPU Systems
Graphics Processing Units (GPUs) are a ubiquitous component across the r...
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06/13/2020
Defensive Approximation: Enhancing CNNs Security through Approximate Computing
In the past few years, an increasing number of machine-learning and deep...
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06/04/2019
SPECCFI: Mitigating Spectre Attacks using CFI Informed Speculation
Spectre attacks and their many subsequent variants are a new vulnerabili...
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07/20/2018
Spectre Returns! Speculation Attacks using the Return Stack Buffer
The recent Spectre attacks exploit speculative execution, a pervasively ...
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06/13/2018