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🏢 Department of Computer Science, National University of Singapore

Out-of-Distribution Detection with a Single Unconditional Diffusion Model
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Machine Learning Unsupervised Learning 🏢 Department of Computer Science, National University of Singapore
Single diffusion model achieves competitive out-of-distribution detection across diverse tasks by analyzing diffusion path characteristics.
Gradient-Free Methods for Nonconvex Nonsmooth Stochastic Compositional Optimization
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AI Generated Machine Learning Optimization 🏢 Department of Computer Science, National University of Singapore
Gradient-free methods conquer nonconvex nonsmooth stochastic compositional optimization, providing non-asymptotic convergence rates and improved efficiency for real-world applications.