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17 de may. de 2024 · The Ethical Algorithm, which you co-wrote with Aaron Roth, Henry Salvatori Professor of Computer & Cognitive Science in CIS, and which you recently referenced in the context of AI, describes how to embed ethical considerations into algorithm design.
Hace 5 días · Reconstruction Attacks on Machine Unlearning: Simple Models are Vulnerable. Martin Bertran, Shuai Tang, Michael Kearns, Jamie Morgenstern, Aaron Roth, Zhiwei Steven Wu. Machine unlearning is motivated by desire for data autonomy: a person can request to have their data's influence removed from deployed models, and those models should be updated ...
Hace 6 días · While counterfactuals have been extensively studied as an intuitive explanation of model predictions, they still have limited adoption in practice due to two obstacles: (a) They rely on excessive access to the model for explanation that the model owner may not provide; and (b) counterfactuals carry information that adversarial users can exploit ...
23 de may. de 2024 · Aaron Roth (1998) works with found images and the mediums of painting, installation, sculpture and photography. His installations move between ready-made and assemblage, while his paintings have a mimetic and ironic relation to the advertising image.
17 de may. de 2024 · What is model disgorgement? Model disgorgement is the name for a broad set of techniques and the problems that those techniques are trying to solve. The goal is to mitigate or eradicate the...
17 de may. de 2024 · Trustworthy federated learning typically leverages protection mechanisms to guarantee privacy. However, protection mechanisms inevitably introduce utility loss or efficiency reduction while protecting data privacy.
26 de may. de 2024 · And he adored his beloved 4 children, Amanda Maresh Honey, married to Kevin Honey, children, Payton, Cambell, and Ty; Nikole Maresh Roth, married to Aaron Roth, children, Laiken, Noelle,...
