Dacheng Tao
2 indexed papers
Recent (6 mo)
2With code
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226
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Crypto×2ML×2Vision×1Graphics×1Multimedia×1AI×1
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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.
Cert-LAS: Toward Certified Model Ownership Verification for Text-to-Image Diffusion Models via Layer-Adaptive Smoothing
The paper proposes Cert-LAS, a novel certified method for verifying model ownership in text-to-image diffusion models, which is robust against malicious signal removal attacks.
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Papers
cs.CRcs.CVcs.GRRecentMay 28, 2026
Cert-LAS: Toward Certified Model Ownership Verification for Text-to-Image Diffusion Models via Layer-Adaptive Smoothing
Leyi Qi, Yiming Li, Siyuan Liang, Zhengzhong Tu +1 more
The paper proposes Cert-LAS, a novel certified method for verifying model ownership in text-to-image diffusion models, which is robust against malicious signal removal attacks.
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cs.CRcs.AIcs.LGRecentMay 21, 2026