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09/09/2022
Replay-based Recovery for Autonomous Robotic Vehicles from Sensor Deception Attacks
Sensors are crucial for autonomous operation in robotic vehicles (RV). P...
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11/18/2021
COMET: A Novel Memory-Efficient Deep Learning Training Framework by Using Error-Bounded Lossy Compression
Training wide and deep neural networks (DNNs) require large amounts of s...
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11/18/2020
A Novel Memory-Efficient Deep Learning Training Framework via Error-Bounded Lossy Compression
Deep neural networks (DNNs) are becoming increasingly deeper, wider, and...
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10/24/2020
LCFI: A Fault Injection Tool for Studying Lossy Compression Error Propagation in HPC Programs
Error-bounded lossy compression is becoming more and more important to t...
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04/03/2020
TensorFI: A Flexible Fault Injection Framework for TensorFlow Applications
As machine learning (ML) has seen increasing adoption in safety-critical...
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03/30/2020