Staab, Robin
- Beyond Memorization: Violating Privacy Via Inference with Large Language Models
2023/10/11 by Robin Staab, Staab, Robin, Mark Vero +5 · 7 voices · 61 citations
Computer Science · Psychology · Social Sciences · #Artificial intelligence #Cognitive psychology #Computer science #Computer security #Construct (python library) #Data science #Inference #Internet privacy #Memorization #Personally identifiable information #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data #Psychology
- Watermark Stealing in Large Language Models
2024/02/29 by Nikola Jovanović, Jovanović, Nikola, Robin Staab +3 · 35 citations
Computer Science · #Advanced Steganography and Watermarking Techniques #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Exploiting LLM Quantization
2024/05/28 by Kazuki Egashira, Mark Vero, Egashira, Kazuki +7 · 32 citations
Computer Science · Engineering · Physics and Astronomy · #Advanced Data Storage Technologies #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Magnetic confinement fusion research #Reservoir Engineering and Simulation Methods
- Large Language Models are Advanced Anonymizers
2024/02/21 by Robin Staab, Staab, Robin, Mark Vero +5 · 2 voices · 11 citations
Computer Science · #Topic Modeling #cs.AI #cs.CL #cs.CR
- A Synthetic Dataset for Personal Attribute Inference
2024/06/11 by Hanna Yukhymenko, Robin Staab, Yukhymenko, Hanna +5 · 17 citations
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Big Data Technologies and Applications #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Recommender Systems and Techniques
- Private Attribute Inference from Images with Vision-Language Models
2024/04/16 by Batuhan Tömekçe, Mark Vero, Tömekçe, Batuhan +5 · 15 citations
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Data Security #Stochastic Gradient Optimization Techniques
- Bayesian Framework for Gradient Leakage
2021/11/08 by Mislav Balunović, Balunović, Mislav, Dimitar I. Dimitrov +5 · 6 citations
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- COMPL-AI Framework: A Technical Interpretation and LLM Benchmarking Suite for the EU Artificial Intelligence Act
2024/10/10 by Philipp Guldimann, Alexander Spiridonov, Guldimann, Philipp +22 · 1 voice · 9 citations
Computer Science · #Law, AI, and Intellectual Property #cs.AI #cs.CL #cs.CY #cs.LG
- Black-Box Detection of Language Model Watermarks
2024/05/28 by Gloaguen Thibaud, Jovanović Nikola, Gloaguen, Thibaud +5 · 8 citations
Computer Science · #Cryptography and Security (cs.CR) #Digital and Cyber Forensics #FOS: Computer and information sciences #Handwritten Text Recognition Techniques #Machine Learning (cs.LG) #Natural Language Processing Techniques
- Ward: Provable RAG Dataset Inference via LLM Watermarks
2024/10/04 by Nikola Jovanović, Jovanović, Nikola, Robin Staab +5 · 8 citations
Computer Science · Engineering · #Machine Learning in Healthcare #Topic Modeling #Reservoir Engineering and Simulation Methods
- Towards Watermarking of Open-Source LLMs
2025/02/14 by Gloaguen, Thibaud, Jovanović, Nikola, Staab, Robin +1 · 8 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- MixAT: Combining Continuous and Discrete Adversarial Training for LLMs
2025/05/22 by Dékány, Csaba, Balauca, Stefan, Staab, Robin +2 · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #I.2.7 #K.4.1 #Machine Learning (cs.LG)
- LLM Fingerprinting via Semantically Conditioned Watermarks
2025/05/22 by Thibaud Gloaguen, Robin Staab, Gloaguen, Thibaud +5 · 3 citations
Computer Science · #Advanced Steganography and Watermarking Techniques #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG)
- Watch your steps: Dormant Adversarial Behaviors that Activate upon LLM Finetuning
2025/05/22 by Thibaud Gloaguen, Mark Vero, Gloaguen, Thibaud +5 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
- From Principle to Practice: Vertical Data Minimization for Machine Learning
2023/11/17 by Robin Staab, Staab, Robin, Nikola Jovanović +5 · 1 citation
Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data