Schuchardt, Jan

1. Generalization of Neural Combinatorial Solvers Through the Lens of\n Adversarial Robustness
   2021/10/21 by Simon Geisler, Geisler, Simon, Johanna Sommer +7 · 1 citation
   Computer Science · #Computational Drug Discovery Methods
2. Localized Randomized Smoothing for Collective Robustness Certification
   2022/10/28 by Jan Schuchardt, Tom Wollschläger, Schuchardt, Jan +5 · 1 citation
   Computer Science · #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #Stochastic Gradient Optimization Techniques
3. Invariance-Aware Randomized Smoothing Certificates
   2022/11/25 by Schuchardt, Jan, Günnemann, Stephan · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks
   2023/02/06 by Schuchardt, Jan, Bojchevski, Aleksandar, Gasteiger, Johannes +1 · 1 citation
   #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
5. Randomized Message-Interception Smoothing: Gray-box Certificates for Graph Neural Networks
   2023/01/05 by Scholten, Yan, Schuchardt, Jan, Geisler, Simon +2 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
6. Provable Adversarial Robustness for Group Equivariant Tasks: Graphs, Point Clouds, Molecules, and More
   2023/12/05 by Schuchardt, Jan, Scholten, Yan, Günnemann, Stephan · 1 citation
   #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
7. Fast Proxies for LLM Robustness Evaluation
   2025/02/14 by Tim Beyer, Jan Schuchardt, Beyer, Tim +5 · 2 citations
   Materials Science · #Artificial Intelligence (cs.AI) #Copper Interconnects and Reliability #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
8. Unified Mechanism-Specific Amplification by Subsampling and Group Privacy Amplification
   2024/03/07 by Jan Schuchardt, Schuchardt, Jan, Mihail Stoian +5 · 1 citation
   Computer Science · Engineering · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Wireless Communication Security Techniques
9. Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting
   2025/02/04 by Schuchardt, Jan, Dalirrooyfard, Mina, Guzelkabaagac, Jed +3 · 1 citation
   #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)