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Dziedzic, Adam

  1. When the Curious Abandon Honesty: Federated Learning Is Not Private
    2021/12/06 by Franziska Boenisch, Boenisch, Franziska, Adam Dziedzic +9 · 13 citations
    Computer Science · Medicine · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Artificial Intelligence in Healthcare and Education
  2. LLM Dataset Inference: Did you train on my dataset?
    2024/06/10 by Maini, Pratyush, Jia, Hengrui, Papernot, Nicolas +1 · 24 citations
    #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  3. Pretrained Transformers Improve Out-of-Distribution Robustness
    2020/04/13 by Hendrycks, Dan, Liu, Xiaoyuan, Wallace, Eric +3 · 6 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  4. Dataset Inference for Self-Supervised Models
    2022/01/01 by Adam Dziedzic, Dziedzic, Adam, Haonan Duan +13 · 5 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Forensic and Genetic Research #Machine Learning (cs.LG)
  5. Finding NeMo: Localizing Neurons Responsible For Memorization in Diffusion Models
    2024/06/04 by Hintersdorf, Dominik, Struppek, Lukas, Kersting, Kristian +2 · 9 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  6. Flocks of Stochastic Parrots: Differentially Private Prompt Learning for Large Language Models
    2023/05/24 by Duan, Haonan, Dziedzic, Adam, Papernot, Nicolas +1 · 5 citations
    #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  7. Memorization in Self-Supervised Learning Improves Downstream Generalization
    2024/01/19 by Wenhao Wang, Muhammad Ahmad Kaleem, Wang, Wenhao +9 · 6 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Speech Recognition and Synthesis
  8. On the Privacy Risk of In-context Learning
    2024/11/15 by Duan, Haonan, Dziedzic, Adam, Yaghini, Mohammad +2 · 5 citations
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  9. Band-limited Training and Inference for Convolutional Neural Networks
    2019/11/21 by Adam Dziedzic, John Paparrizos, Dziedzic, Adam +7 · 3 citations
    Computer Science · Earth and Planetary Sciences · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image and Signal Denoising Methods #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Underwater Acoustics Research
  10. Privacy Attacks on Image AutoRegressive Models
    2025/02/04 by Antoni Kowalczuk, Kowalczuk, Antoni, Jan Dubiński +5 · 1 voice · 5 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.CV #cs.LG
  11. Open LLMs are Necessary for Current Private Adaptations and Outperform their Closed Alternatives
    2024/11/02 by Vincent Hanke, Hanke, Vincent, Tom Blanchard +9 · 4 citations
    Computer Science · #Cryptography and Security (cs.CR) #Digital Rights Management and Security #FOS: Computer and information sciences #Law, AI, and Intellectual Property #Library Science and Information Systems #Machine Learning (cs.LG)
  12. Testing Robustness Against Unforeseen Adversaries
    2019/08/21 by Max Kaufmann, Daniel Kang, Kaufmann, Max +21 · 1 voice
    Computer Science · Mathematics · #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.CR #cs.CV #cs.LG #stat.ML
  13. Exploring the limits of strong membership inference attacks on large language models
    2025/05/24 by Jamie Hayes, Hayes, Jamie, Ilia Shumailov +29 · 2 voices · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling #cs.AI #cs.CR #cs.LG
  14. Increasing the Cost of Model Extraction with Calibrated Proof of Work
    2022/01/23 by Adam Dziedzic, Dziedzic, Adam, Muhammad Ahmad Kaleem +5 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  15. On the Difficulty of Defending Self-Supervised Learning against Model Extraction
    2022/05/16 by Adam Dziedzic, Nikita Dhawan, Dziedzic, Adam +7 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  16. CDI: Copyrighted Data Identification in Diffusion Models
    2024/11/19 by Jan Michal Dubinski, Dubiński, Jan, Antoni Kowalczuk +5 · 2 citations
    Arts and Humanities · #Art History and Market Analysis #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  17. Reconstructing Individual Data Points in Federated Learning Hardened with Differential Privacy and Secure Aggregation
    2023/01/09 by Boenisch, Franziska, Dziedzic, Adam, Schuster, Roei +3 · 1 citation
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  18. Have it your way: Individualized Privacy Assignment for DP-SGD
    2023/03/29 by Boenisch, Franziska, Mühl, Christopher, Dziedzic, Adam +2 · 1 citation
    #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  19. Localizing Memorization in SSL Vision Encoders
    2024/09/27 by Wenhao Wang, Adam Dziedzic, Wang, Wenhao +5 · 3 citations
    Computer Science · #Digital Image Processing Techniques #Advanced Image and Video Retrieval Techniques #Parallel Computing and Optimization Techniques
  20. Bucks for Buckets (B4B): Active Defenses Against Stealing Encoders
    2023/10/12 by Jan Michal Dubinski, Dubiński, Jan, Stanisław Pawlak +7 · 1 citation
    Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Security and Verification in Computing
  21. Unlocking Post-hoc Dataset Inference with Synthetic Data
    2025/06/18 by Bihe Zhao, Pratyush Maini, Zhao, Bihe +5 · 3 citations
    Medicine · Engineering · Computer Science · #Medical Imaging Techniques and Applications #Traffic Prediction and Management Techniques #Anomaly Detection Techniques and Applications
  22. Differentially Private Federated Learning With Time-Adaptive Privacy Spending
    2025/02/25 by Kiani, Shahrzad, Kulkarni, Nupur, Dziedzic, Adam +2 · 2 citations
    #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
  23. Precise Parameter Localization for Textual Generation in Diffusion Models
    2025/02/14 by Staniszewski, Łukasz, Cywiński, Bartosz, Boenisch, Franziska +2 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  24. Efficient Model-Stealing Attacks Against Inductive Graph Neural Networks
    2024/05/20 by Podhajski, Marcin, Dubiński, Jan, Boenisch, Franziska +3 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  25. Captured by Captions: On Memorization and its Mitigation in CLIP Models
    2025/02/11 by Wang, Wenhao, Dziedzic, Adam, Kim, Grace C. +2 · 3 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  26. Finding Dori: Memorization in Text-to-Image Diffusion Models Is Not Local
    2025/07/22 by Kowalczuk, Antoni, Hintersdorf, Dominik, Struppek, Lukas +3 · 2 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)