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Security & Privacy

1,030 papers (5 classified directly here)

Subtopics

Privacy (638) Differential Privacy (414)

Papers per year

2
9
49
227
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Papers (including subtopics)

Differentially Private and Fair Deep Learning: A Lagrangian Dual Approach AAAI 2021
How Does Data Augmentation Affect Privacy in Machine Learning? AAAI 2021
Differentially Private Clustering via Maximum Coverage AAAI 2021
Subverting Privacy-Preserving GANs: Hiding Secrets in Sanitized Images AAAI 2021
SecDD: Efficient and Secure Method for Remotely Training Neural Networks (Student Abstract) AAAI 2021
Towards Extracting Graph Neural Network Models via Prediction Queries (Student Abstract) AAAI 2021
On the Privacy Properties of GAN-generated Samples AISTATS 2021
DP-MERF: Differentially Private Mean Embeddings with RandomFeatures for Practical Privacy-preserving Data Generation AISTATS 2021
Federated f-Differential Privacy AISTATS 2021
Privacy-Preserving Image Features via Adversarial Affine Subspace Embeddings CVPR 2021
Backdoor Attacks Against Deep Learning Systems in the Physical World CVPR 2021
MAZE: Data-Free Model Stealing Attack Using Zeroth-Order Gradient Estimation CVPR 2021
Protecting Intellectual Property of Generative Adversarial Networks From Ambiguity Attacks CVPR 2021
Large-Capacity Image Steganography Based on Invertible Neural Networks CVPR 2021
IronMask: Modular Architecture for Protecting Deep Face Template CVPR 2021
Data-Free Model Extraction CVPR 2021
On the Difficulty of Membership Inference Attacks CVPR 2021
See Through Gradients: Image Batch Recovery via GradInversion CVPR 2021
Soteria: Provable Defense Against Privacy Leakage in Federated Learning From Representation Perspective CVPR 2021
Reconstruction Attack on Instance Encoding for Language Understanding EMNLP 2021
CRYPTOGRU: Low Latency Privacy-Preserving Text Analysis With GRU EMNLP 2021
Mind the Style of Text! Adversarial and Backdoor Attacks Based on Text Style Transfer EMNLP 2021
A Secure and Efficient Federated Learning Framework for NLP EMNLP 2021
Preventing Author Profiling through Zero-Shot Multilingual Back-Translation EMNLP 2021
Improving Privacy Guarantee and Efficiency of Latent Dirichlet Allocation Model Training Under Differential Privacy EMNLP 2021