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In Search of the Real Inductive Bias: On the Role of Implicit Regularization in Deep Learning.

, , and . ICLR (Workshop), (2015)

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Large Scale Real-Life Action Recognition Using Conditional Random Fields with Stochastic Training., , , and . PAKDD (2), volume 6635 of Lecture Notes in Computer Science, page 222-233. Springer, (2011)Gaussian Attention Model and Its Application to Knowledge Base Embedding and Question Answering., , and . CoRR, (2016)Super-Linear Convergence of Dual Augmented-Lagrangian Algorithm for Sparsity Regularized Estimation., , and . CoRR, (2009)Theoretical and Experimental Analyses of Tensor-Based Regression and Classification., , and . Neural Comput., 28 (4): 686-715 (2016)Hierarchical Representations with Poincaré Variational Auto-Encoders., , , , and . CoRR, (2019)DistIR: An Intermediate Representation and Simulator for Efficient Neural Network Distribution., , , , and . CoRR, (2021)An Information-theoretic Approach to Distribution Shifts., , and . NeurIPS, page 17628-17641. (2021)Interpolating Convex and Non-Convex Tensor Decompositions via the Subspace Norm., and . NIPS, page 3106-3113. (2015)Global analytic solution of fully-observed variational Bayesian matrix factorization., , , and . J. Mach. Learn. Res., 14 (1): 1-37 (2013)Condition for perfect dimensionality recovery by variational Bayesian PCA., , , and . J. Mach. Learn. Res., (2015)