gradient-inversion

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KaiyuanZh / censor

[NDSS 2025] CENSOR: Defense Against Gradient Inversion via Orthogonal Subspace Bayesian Sampling

privacy bayesian privacy-enhancing-technologies privacy-protection federated-learning pytorch-implementation orthogonal-subspaces data-reconstruction gradient-inversion gradient-inversion-attack ndss-2025

Updated Dec 13, 2024
Python

Geminio is a VLM-powered gradient inversion attack in federated learning (FL). It allows the adversary (the FL server) to describe the data of value and reconstruct the victim client's private data matching the description.

vlm federated-learning ai-privacy gradient-inversion

Updated Dec 6, 2024
Python

pittisl / FL-with-intertwined-heterogeneity

Star

federated-learning data-heterogeneity gradient-inversion device-heterogeneity

Updated Sep 22, 2023
Python

haobozhang / inversion-influence-function

Star

Understanding Deep Gradient Leakage via Inversion Influence Functions, NeurIPS 2023

privacy pytorch privacy-tools federated-learning influence-function gradient-inversion

Updated Feb 6, 2024
Python

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