Picture for Jan Schuchardt

Jan Schuchardt

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting

Add code
Feb 04, 2025
Viaarxiv icon

Group Privacy Amplification and Unified Amplification by Subsampling for Rényi Differential Privacy

Add code
Mar 07, 2024
Viaarxiv icon

(Provable) Adversarial Robustness for Group Equivariant Tasks: Graphs, Point Clouds, Molecules, and More

Add code
Dec 05, 2023
Viaarxiv icon

Hierarchical Randomized Smoothing

Add code
Oct 24, 2023
Viaarxiv icon

Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks

Add code
Feb 06, 2023
Figure 1 for Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks
Figure 2 for Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks
Figure 3 for Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks
Figure 4 for Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks
Viaarxiv icon

Randomized Message-Interception Smoothing: Gray-box Certificates for Graph Neural Networks

Add code
Jan 05, 2023
Viaarxiv icon

Training Differentially Private Graph Neural Networks with Random Walk Sampling

Add code
Jan 02, 2023
Viaarxiv icon

Invariance-Aware Randomized Smoothing Certificates

Add code
Nov 25, 2022
Figure 1 for Invariance-Aware Randomized Smoothing Certificates
Figure 2 for Invariance-Aware Randomized Smoothing Certificates
Figure 3 for Invariance-Aware Randomized Smoothing Certificates
Figure 4 for Invariance-Aware Randomized Smoothing Certificates
Viaarxiv icon

Localized Randomized Smoothing for Collective Robustness Certification

Add code
Oct 28, 2022
Viaarxiv icon

Generalization of Neural Combinatorial Solvers Through the Lens of Adversarial Robustness

Add code
Oct 21, 2021
Figure 1 for Generalization of Neural Combinatorial Solvers Through the Lens of Adversarial Robustness
Figure 2 for Generalization of Neural Combinatorial Solvers Through the Lens of Adversarial Robustness
Figure 3 for Generalization of Neural Combinatorial Solvers Through the Lens of Adversarial Robustness
Figure 4 for Generalization of Neural Combinatorial Solvers Through the Lens of Adversarial Robustness
Viaarxiv icon