Wutschitz, Lukas
- Differentially Private Fine-tuning of Language Models
2021/10/13 by Yu, Da, Naik, Saurabh, Backurs, Arturs +9 · 39 citations
#Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Analyzing Leakage of Personally Identifiable Information in Language Models
2023/02/01 by Nils Lukas, Lukas, Nils, Ahmed Salem +9 · 45 citations
Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Topic Modeling
- Securing AI Agents with Information-Flow Control
2025/05/29 by Manuel F. M. Costa, Manuel Costa, Costa, Manuel +16 · 3 voices · 35 citations
Computer Science · Social Sciences · #Security and Verification in Computing #Access Control and Trust #Adversarial Robustness in Machine Learning
- Numerical Composition of Differential Privacy
2021/06/05 by Sivakanth Gopi, Yin Tat Lee, Gopi, Sivakanth +3 · 17 citations
Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Stochastic Gradient Optimization Techniques
- Bayesian Estimation of Differential Privacy
2022/06/10 by Santiago Zanella-Béguelin, Lukas Wutschitz, Zanella-Béguelin, Santiago +14 · 10 citations
Computer Science · Decision Sciences · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Probability and Risk Models
- Permissive Information-Flow Analysis for Large Language Models
2024/10/04 by Shoaib Ahmed Siddiqui, Siddiqui, Shoaib Ahmed, Gaonkar, Radhika +16 · 7 citations
Computer Science · Decision Sciences · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
- Differentially Private Model Compression
2022/06/03 by Mireshghallah, Fatemehsadat, Backurs, Arturs, Inan, Huseyin A +2 · 2 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- ACON: Optimizing Context Compression for Long-horizon LLM Agents
2025/10/01 by Minki Kang, Kang, Minki, Weining Chen +12 · 10 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Semantic Web and Ontologies #Service-Oriented Architecture and Web Services
- Rethinking Privacy in Machine Learning Pipelines from an Information Flow Control Perspective
2023/11/27 by Wutschitz, Lukas, Köpf, Boris, Paverd, Andrew +6 · 2 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- The Canary's Echo: Auditing Privacy Risks of LLM-Generated Synthetic Text
2025/02/19 by Meeus, Matthieu, Wutschitz, Lukas, Zanella-Béguelin, Santiago +2 · 3 citations
#Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Simulating Environments with Reasoning Models for Agent Training
2025/11/03 by Yuetai Li, Huseyin A Inan, Li, Yuetai +15 · 4 citations
Computer Science · #Multi-Agent Systems and Negotiation #Intelligent Tutoring Systems and Adaptive Learning #AI-based Problem Solving and Planning