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Enhancing Deep Learning Model Privacy Against Membership Inference Attacks Using Privacy‑Preserving Oversampling

The overfitting of deep learning models trained using moderately imbalanced datasets is the main factor in increasing the success rate of membership inference attacks. While many oversampling methods have been designed to minimize the data imbalance, only a few defend the deep neural network models against membership inference attacks. We introduce the privacy preserving synthetic minority oversampling technique (PP-SMOTE), that applies privacy preservation mechanisms during data preprocessin...

Qanats: Ancient Innovations Nurturing Sustainable Futures in Water Management

The qanat, a timeless testament to human ingenuity, emerged in the arid Persian plateau around three millennia ago as a sustainable solution to water scarcity. This technique gently channels water from aquifers using gravity through sub-horizontal tunnels, avoiding over-extraction and ensuring a delicate balance between human needs and environmental preservation. By adapting their output to natural aquifer levels, qanats prevent excessive depletion, making them a model of sustainable water re...

“The pious secret of how to wait for us”: The Adaptation of the Ruskinian Picturesque in Henry James’s Venetian Essays

The essay examines the Venetian essays included in Henry James’s Italian Hours (1909) in relation to the aesthetic category of the picturesque, discussing textual revision and the ways in which the writer progressively returned to the concept, transformed it, and blatantly deployed it in a fashion that was consistent with John Ruskin’s own ultimate understanding of it in the last volumes of Modern Painters. The essay contends that it is indeed in the Venetian essays that one can find signific...

LE TOMBE 23 E 36 DELLA CASA DI RICOVERO DI ESTE (SCAVO 1984). NUOVE LETTURE FRA RITUALITÀ E ICONOGRAFIA

Forty years after the discovery of the “Tomb of Nerka Trostiaia”, or rather Tombs 23 and 36 in the Casa di Ricovero necropolis at Este, dated to the third century BC and known for the richness and peculiarity of the grave goods, new opportunities for conservation and study have fostered new reading that proposes an integrated interpretation of the two contexts from a multidisciplinary perspective. The pottery, linked to an Etruscan/northern Adriatic circulation, was re-evaluated, and insights...

Nuove ricerche a San Basilio di Ariano nel Polesine (Rovigo). I risultati del survey 2018 nell’area del sito etrusco

The paper focuses on the archaeological survey held together in San Basilio di Ariano nel Polesine by the University of Padua and the University of Venice. The survey activity was the first step of a new project based in S. Basilio, aiming at resuming the research in the Etrusco-Padanian site on the edge of the Po river delta. The site was discovered in the 1980s, but, after that time, the archaeological research stopped until these years. The new research project has multiple aims. Firstly...

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