Tople, Shruti
- Analyzing Leakage of Personally Identifiable Information in Language Models
2023/02/01 by Nils Lukas, Ahmed Salem, Lukas, Nils +9 · 48 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
- Domain Generalization using Causal Matching
2020/06/12 by Divyat Mahajan, Shruti Tople, Mahajan, Divyat +3 · 16 citations
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications #Topic Modeling
- Securing AI Agents with Information-Flow Control
2025/05/29 by Manuel Costa, Manuel F. M. 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
- FALCON: Honest-Majority Maliciously Secure Framework for Private Deep\n Learning
2020/04/05 by Sameer Wagh, Wagh, Sameer, Shruti Tople +9 · 12 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
- Bayesian Estimation of Differential Privacy
2022/06/10 by Santiago Zanella-Béguelin, Zanella-Béguelin, Santiago, Lukas Wutschitz +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
- SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning
2022/12/21 by Ahmed Salem, Salem, Ahmed, Giovanni Cherubin +13 · 10 citations
Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Computer Science and Game Theory (cs.GT) #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
- SoK: Memorization in General-Purpose Large Language Models
2023/10/24 by Valentin N. Hartmann, Anshuman Suri, Hartmann, Valentin +9 · 9 citations
Computer Science · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Leakage of Dataset Properties in Multi-Party Machine Learning
2020/06/12 by Zhang, Wanrong, Tople, Shruti, Ohrimenko, Olga · 5 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Collaborative Machine Learning Markets with Data-Replication-Robust Payments
2019/11/08 by Olga Ohrimenko, Ohrimenko, Olga, Shruti Tople +3 · 4 citations
Computer Science · Decision Sciences · Economics, Econometrics and Finance · #Auction Theory and Applications #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Law, Economics, and Judicial Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
- Permissive Information-Flow Analysis for Large Language Models
2024/10/04 by Shoaib Ahmed Siddiqui, Siddiqui, Shoaib Ahmed, Boris Köpf +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
- Investigating the Effect of Misalignment on Membership Privacy in the White-box Setting
2023/06/08 by Ana-Maria Creţu, Cretu, Ana-Maria, Daniel N. Jones +5 · 2 citations
Computer Science · #Machine Learning in Healthcare #Topic Modeling #Adversarial Robustness in Machine Learning
- Rethinking Privacy in Machine Learning Pipelines from an Information Flow Control Perspective
2023/11/27 by Lukas Wutschitz, Boris Köpf, Wutschitz, Lukas +15 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Alleviating Privacy Attacks via Causal Learning
2019/09/27 by Tople, Shruti, Sharma, Amit, Nori, Aditya · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- The Canary's Echo: Auditing Privacy Risks of LLM-Generated Synthetic Text
2025/02/19 by Meeus, Matthieu, Wutschitz, Lukas, Zanella-Béguelin, Santiago +2 · 4 citations
#Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Distribution inference risks: Identifying and mitigating sources of leakage
2022/09/18 by Valentin N. Hartmann, Léo Meynent, Hartmann, Valentin +9 · 1 citation
Computer Science · Psychology · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Deception detection and forensic psychology #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Why Train More? Effective and Efficient Membership Inference via Memorization
2023/10/12 by Choi, Jihye, Tople, Shruti, Chandrasekaran, Varun +1 · 1 citation
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- SOTERIA: In Search of Efficient Neural Networks for Private Inference
2020/07/25 by Anshul Aggarwal, Trevor E. Carlson, Aggarwal, Anshul +5 · 1 citation
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques