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04/27/2023
DataComp: In search of the next generation of multimodal datasets
Large multimodal datasets have been instrumental in recent breakthroughs...
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10/14/2022
Zonotope Domains for Lagrangian Neural Network Verification
Neural network verification aims to provide provable bounds for the outp...
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10/12/2022
Few-shot Backdoor Attacks via Neural Tangent Kernels
In a backdoor attack, an attacker injects corrupted examples into the tr...
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09/11/2022
Git Re-Basin: Merging Models modulo Permutation Symmetries
The success of deep learning is thanks to our ability to solve certain m...
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05/24/2022
Towards a Defense against Backdoor Attacks in Continual Federated Learning
Backdoor attacks are a major concern in federated learning (FL) pipeline...
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04/22/2021
SPECTRE: Defending Against Backdoor Attacks Using Robust Statistics
Modern machine learning increasingly requires training on a large collec...
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07/13/2019