Xiang Feng
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The paper introduces Dummy-Aware Weighted Attack (DAWA), a novel evaluation method that significantly reduces the reported robustness of Dummy Classes-based defenses by simultaneously targeting both the true and dummy class labels.
This paper proposes a unified sparse background-grid framework for the Material Point Method (MPM), significantly reducing computational time and memory usage in large-scale simulations where the material occupies only a small fraction of the domain.
This paper proposes a framework called Time-Frequency Consistency Learning (TFCL) to improve the robustness of speech deepfake detection (SDD) against distortions introduced by acoustic front-end (AFE) processing pipelines.
Papers
Time-Frequency Consistency Learning for Robust Speech Deepfake Detection
Jun Xue, Zhuolin Yi, Yanzhen Ren, Yihuan Huang +5 more
This paper proposes a framework called Time-Frequency Consistency Learning (TFCL) to improve the robustness of speech deepfake detection (SDD) against distortions introduced by acoustic front-end (AFE…