Shilov, Igor
- Opacus: User-Friendly Differential Privacy Library in PyTorch
2021/09/25 by Ashkan Yousefpour, Igor Shilov, Yousefpour, Ashkan +21 · 44 citations
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- SoK: Membership Inference Attacks on LLMs are Rushing Nowhere (and How to Fix It)
2024/06/25 by Meeus, Matthieu, Shilov, Igor, Jain, Shubham +3 · 15 citations
#Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Copyright Traps for Large Language Models
2024/02/14 by Igor Shilov, Meeus, Matthieu, Shilov, Igor +4 · 9 citations
Computer Science · #Privacy-Preserving Technologies in Data
- Antipodes of Label Differential Privacy: PATE and ALIBI
2021/06/07 by Malek, Mani, Mironov, Ilya, Prasad, Karthik +2 · 2 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- The Mosaic Memory of Large Language Models
2024/05/24 by Igor Shilov, Shilov, Igor, Matthieu Meeus +3 · 3 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Beyond Data Filtering: Knowledge Localization for Capability Removal in LLMs
2025/12/05 by Igor Shilov, Alex Cloud, Shilov, Igor +13 · 2 voices · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #cs.LG
- 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 · 5 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
- Defending against Reconstruction Attacks with Rényi Differential Privacy
2022/02/15 by Pierre Stock, Stock, Pierre, И. П. Шилов +5 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #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
- Watermarking Training Data of Music Generation Models
2024/12/11 by Pascal Epple, Epple, Pascal, Igor Shilov +4 · 2 citations
Computer Science · #Advanced Steganography and Watermarking Techniques #Chaos-based Image/Signal Encryption #Computer Graphics and Visualization Techniques
- Free Record-Level Privacy Risk Evaluation Through Artifact-Based Methods
2024/11/08 by J. T. Pollock, Igor Shilov, Pollock, Joseph +5 · 2 citations
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Certification for Differentially Private Prediction in Gradient-Based Training
2024/06/19 by Wicker, Matthew, Sosnin, Philip, Shilov, Igor +5 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)