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Unlocking High-Accuracy Differentially Private Image Classification through Scale



Soham De , Leonard Berrada , Jamie Hayes , Samuel L. Smith , Borja Balle


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A Stochastic Bundle Method for Interpolating Networks



Alasdair Paren , Leonard Berrada , Rudra P. K. Poudel , M. Pawan Kumar


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Comment on Stochastic Polyak Step-Size: Performance of ALI-G



Leonard Berrada , Andrew Zisserman , M. Pawan Kumar


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Verifying Probabilistic Specifications with Functional Lagrangians



Leonard Berrada , Sumanth Dathathri , Krishnamurthy , Dvijotham , Robert Stanforth , Rudy Bunel , Jonathan Uesato , Sven Gowal , M. Pawan Kumar


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Training Neural Networks for and by Interpolation



Leonard Berrada , Andrew Zisserman , M. Pawan Kumar


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Deep Frank-Wolfe For Neural Network Optimization



Leonard Berrada , Andrew Zisserman , M. Pawan Kumar


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Smooth Loss Functions for Deep Top-k Classification



Leonard Berrada , Andrew Zisserman , M. Pawan Kumar

* ICLR 2018 

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Trusting SVM for Piecewise Linear CNNs



Leonard Berrada , Andrew Zisserman , M. Pawan Kumar


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