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20172026
most citedEfficient Differentially Private Secure Aggregation for Federated Learning via Hardness of Learning with Errors

12 citations · 24 across the 18 of their papers we have counts for

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cs.AI2026

Differentially Private Multimodal In-Context Learning

Ivoline C. Ngong, Zarreen Reza, Joseph P. Near

Vision-language models are increasingly applied to sensitive domains such as medical imaging and personal photographs, yet existing differentially private methods for in-context le…

cs.AI2020★ 2 cited

Towards a Measure of Individual Fairness for Deep Learning

Krystal Maughan, Joseph P. Near

Deep learning has produced big advances in artificial intelligence, but trained neural networks often reflect and amplify bias in their training data, and thus produce unfair predi…