Statistical Learning
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Trajectory Alignment: Understanding the Edge of Stability Phenomenon via Bifurcation Theory
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Cohen et al. (2021) empirically study the evolution of the largest eigenvalue of the loss Hessian, also known as sharpness, along the gradient descent (GD) trajectory and observe the Edge of Stability (EoS) phenomenon.
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Scalable Kernel Inverse Optimization
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The inherent assumption in IO is that an agent generates its decision by solving an optimization problem.
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e21a7b668ce3ea2c9c964c52d1c9f161-Supplemental-Conference.pdf
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Work done during an internship at Tencent AI Lab.
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Unlearnable 3D Point Clouds: Class-wise Transformation Is All You Need
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Recently, 3D point cloud deep learning has been making remarkable strides in various domains, e.g.,
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