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Synthetic Data -- what, why and how?



James Jordon , Lukasz Szpruch , Florimond Houssiau , Mirko Bottarelli , Giovanni Cherubin , Carsten Maple , Samuel N. Cohen , Adrian Weller

* Commissioned by the Royal Society. 57 pages 2 figures 

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Approximating Full Conformal Prediction at Scale via Influence Functions



Javier Abad , Umang Bhatt , Adrian Weller , Giovanni Cherubin

* 18 pages, 15 figures 

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Reconstructing Training Data with Informed Adversaries



Borja Balle , Giovanni Cherubin , Jamie Hayes


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Exact Optimization of Conformal Predictors via Incremental and Decremental Learning



Giovanni Cherubin , Konstantinos Chatzikokolakis , Martin Jaggi


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