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Chang Gou

3 accepted papers

2026

On the Spectral Differences Between NTK and CNTK and Their Implications for Point Cloud Recognition

ICLR 2026poster

The Convolutional Neural Tangent Kernel (CNTK) offers a principled framework for understanding convolutional architectures in the infinite-width regime. However, a comprehensive spectral comparison between CNTK and the classical Neural Tangent Kernel (NTK) remains underexplored. In this work, we pre…

Cited by 0SourceScholar
2025

3D Shape Classification by Registration: Neural-Network-Free and Training-Free

ICASSP 2025accepted

Point cloud classification, crucial for discriminative 3D shape analysis, has witnessed significant progress through the application of deep learning. A significant research focus has been on aggregating local point cloud features. A key limitation of previous methods lies in their inherent opacity,…

Cited by 0SourceScholar
2025

MADI: Malicious Agent Detection and Isolation in Mixed Autonomy Traffic Systems

IROS 2025

Mixed autonomy traffic systems face significant security challenges when malicious agents disrupt coordination between autonomous and human-driven vehicles. We present Malicious Agent Detection and Isolation (MADI), a framework addressing two critical forms of disruptive behavior: path order violati

Cited by 0SourceScholar