Quang Duc Nguyen
2 indexed papers
Recent (6 mo)
2With code
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226
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ML×2Crypto×2Vision×1AI×1
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Research Timeline
2026
TimeGuard: Channel-wise Pool Training for Backdoor Defense in Time Series Forecasting
The paper proposes TimeGuard, a novel channel-wise pool training defense, to significantly improve the robustness of time series forecasting against backdoor attacks by addressing signal dilution and loss degeneration.
Sample-wise Targeted Adversarial Attacks on Test-time Adaptation
The paper introduces a sample-wise targeted adversarial attack that successfully misclassifies only specific, triggered inputs during test-time adaptation while maintaining the overall label distribution to evade detection.
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Papers
cs.LGcs.CRcs.CVRecentMay 22, 2026
Sample-wise Targeted Adversarial Attacks on Test-time Adaptation
The paper introduces a sample-wise targeted adversarial attack that successfully misclassifies only specific, triggered inputs during test-time adaptation while maintaining the overall label distribut…
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cs.CRcs.AIcs.LGRecentMay 21, 2026