🏢 Department of Computer Science, National University of Singapore
Out-of-Distribution Detection with a Single Unconditional Diffusion Model
·2009 words·10 mins·
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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
·355 words·2 mins·
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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.