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Some recent papers
Y. Deshpande, E. Abbe and A. Montanari, Asymptotic Mutual Information for the Two Groups Stochastic Block Model, 2015
Y. Deshpande and A. Montanari, Improved Sum-of-Squares Lower Bounds for Hidden Clique and Hidden Submatrix Problems, 2015
Y. Deshpande and A. Montanari, Information-theoretically Optimal Sparse PCA, 2014
Y. Deshpande and A. Montanari, Sparse PCA via Covariance Thresholding, 2014
Y. Deshpande and A. Montanari, Finding Hidden Cliques of Size in Nearly Linear Time, 2013
Picture credit: Anasuya Mandal