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Choquette-Choo, Christopher A.

  1. Scalable Extraction of Training Data from (Production) Language Models
    2023/11/28 by Milad Nasr, Nicholas Carlini, Nasr, Milad +17 · 21 voices · 66 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Topic Modeling #Explainable Artificial Intelligence (XAI)
  2. Machine Unlearning
    2019/12/09 by Lucas Bourtoule, Varun Chandrasekaran, Bourtoule, Lucas +13 · 3 voices · 147 citations
    #cs.CR #cs.AI #cs.LG
  3. Poisoning Web-Scale Training Datasets is Practical
    2023/02/20 by Nicholas Carlini, Matthew Jagielski, Carlini, Nicholas +16 · 6 voices · 46 citations
    Computer Science · Medicine · #Adversarial Robustness in Machine Learning #COVID-19 diagnosis using AI #Topic Modeling #cs.CR #cs.LG
  4. Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
    2025/07/07 by Gheorghe Comanici, Eric Bieber, Comanici, Gheorghe +6844 · 8 voices · 1349 citations
    #cs.CL #cs.AI
  5. Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
    2024/03/08 by Gemini Robotics Team, Gemini Team, Petko Georgiev +2277 · 4 voices · 534 citations
    Computer Science · #Semantic Web and Ontologies
  6. Gemma 3 Technical Report
    2025/03/25 by Gemma Team, Aishwarya Kamath, Kamath, Aishwarya +418 · 3 voices · 462 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #cs.AI #cs.CL
  7. Gemma 2: Improving Open Language Models at a Practical Size
    2024/07/31 by Morgane Rivière, Gemma Team, Shreya Pathak +292 · 304 citations
    Computer Science · #Natural Language Processing Techniques
  8. Gemma: Open Models Based on Gemini Research and Technology
    2024/03/13 by Gemma Team, Thomas Mésnard, Mesnard, Thomas +203 · 145 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multi-Agent Systems and Negotiation
  9. PaLM 2 Technical Report
    2023/05/17 by Rohan Anil, Anil, Rohan, Andrew M. Dai +224 · 68 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  10. Label-Only Membership Inference Attacks
    2020/07/28 by Christopher A. Choquette-Choo, Choquette-Choo, Christopher A., Florian Tramèr +5 · 31 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Privacy-Preserving Technologies in Data #Machine Learning and Algorithms
  11. Are aligned neural networks adversarially aligned?
    2023/06/26 by Carlini, Nicholas, Nasr, Milad, Choquette-Choo, Christopher A. +8 · 27 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  12. Machine Unlearning Doesn't Do What You Think: Lessons for Generative AI Policy and Research
    2024/12/09 by A. Feder Cooper, Cooper, A. Feder, Christopher A. Choquette-Choo +75 · 5 voices · 8 citations
    Computer Science · Social Sciences · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #cs.AI #cs.CY #cs.LG
  13. Preventing Verbatim Memorization in Language Models Gives a False Sense of Privacy
    2022/10/31 by Ippolito, Daphne, Tramèr, Florian, Nasr, Milad +5 · 23 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  14. CodeGemma: Open Code Models Based on Gemma
    2024/06/17 by CodeGemma Team, Zhao, Heri, Hui, Jeffrey +24 · 35 citations
    Computer Science · #Model-Driven Software Engineering Techniques #Open Education and E-Learning #Semantic Web and Ontologies
  15. MADLAD-400: A Multilingual And Document-Level Large Audited Dataset
    2023/09/09 by Kudugunta, Sneha, Caswell, Isaac, Zhang, Biao +8 · 25 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  16. Entangled Watermarks as a Defense against Model Extraction
    2020/02/27 by Hengrui Jia, Christopher A. Choquette-Choo, Jia, Hengrui +5 · 12 citations
    Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
  17. VaultGemma: A Differentially Private Gemma Model
    2025/10/15 by Sinha, Amer, Mesnard, Thomas, McKenna, Ryan +18 · 4 voices · 2 citations
    #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
  18. Gemini: A Family of Highly Capable Multimodal Models
    2023/12/19 by Rohan Anil, Gemini Team, Sebastian Borgeaud +2682 · 9 voices
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #cs.AI #cs.CL #cs.CV
  19. Recite, Reconstruct, Recollect: Memorization in LMs as a Multifaceted Phenomenon
    2024/06/25 by USVSN Sai Prashanth, Alvin Deng, Prashanth, USVSN Sai +23 · 3 voices · 4 citations
    Arts and Humanities · #EFL/ESL Teaching and Learning
  20. Multi-Epoch Matrix Factorization Mechanisms for Private Machine Learning
    2022/11/12 by Christopher A. Choquette-Choo, H. Brendan McMahan, Choquette-Choo, Christopher A. +5 · 7 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Error Correcting Code Techniques
  21. Measuring memorization in language models via probabilistic extraction
    2024/10/25 by Jamie Hayes, Marika Swanberg, Hayes, Jamie +11 · 13 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Natural Language Processing Techniques #Topic Modeling
  22. Federated Learning of Gboard Language Models with Differential Privacy
    2023/05/29 by Xu, Zheng, Zhang, Yanxiang, Andrew, Galen +5 · 7 citations
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  23. Lessons from Defending Gemini Against Indirect Prompt Injections
    2025/05/20 by Shi, Chongyang, Lin, Sharon, Song, Shuang +11 · 19 citations
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  24. Proof-of-Learning: Definitions and Practice
    2021/03/09 by Jia, Hengrui, Yaghini, Mohammad, Choquette-Choo, Christopher A. +4 · 4 citations
    #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  25. User Inference Attacks on Large Language Models
    2023/10/13 by Nikhil Kandpal, Krishna Pillutla, Kandpal, Nikhil +9 · 6 citations
    Computer Science · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Topic Modeling
  26. The Fundamental Price of Secure Aggregation in Differentially Private Federated Learning
    2022/03/07 by Weining Chen, Christopher A. Choquette-Choo, Chen, Wei-Ning +5 · 4 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Stochastic Gradient Optimization Techniques
  27. (Amplified) Banded Matrix Factorization: A unified approach to private training
    2023/06/13 by Christopher A. Choquette-Choo, Choquette-Choo, Christopher A., Arun Ganesh +11 · 5 citations
    Computer Science · Engineering · #Advanced MIMO Systems Optimization #Cooperative Communication and Network Coding #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  28. Phantom: General Backdoor Attacks on Retrieval Augmented Language Generation
    2024/05/30 by Chaudhari, Harsh, Severi, Giorgio, Abascal, John +6 · 6 citations
    #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  29. Privacy Side Channels in Machine Learning Systems
    2023/09/11 by Edoardo Debenedetti, Debenedetti, Edoardo, Giorgio Severi +13 · 4 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
  30. Proof-of-Learning is Currently More Broken Than You Think
    2022/08/06 by Fang, Congyu, Jia, Hengrui, Thudi, Anvith +5 · 3 citations
    #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  31. Privacy Ripple Effects from Adding or Removing Personal Information in Language Model Training
    2025/02/21 by Jaydeep Borkar, Borkar, Jaydeep, Matthew Jagielski +9 · 3 voices · 5 citations
    #cs.CL #cs.CR
  32. Teach LLMs to Phish: Stealing Private Information from Language Models
    2024/03/01 by Panda, Ashwinee, Choquette-Choo, Christopher A., Zhang, Zhengming +2 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  33. Scaling Laws for Differentially Private Language Models
    2025/01/31 by Ryan McKenna, Ryan M. McKenna, Yangsibo Huang +23 · 2 voices · 5 citations
    Computer Science · #cs.LG #cs.CR
  34. Privacy Amplification for Matrix Mechanisms
    2023/10/24 by Christopher A. Choquette-Choo, Arun Ganesh, Choquette-Choo, Christopher A. +5 · 3 citations
    Computer Science · Mathematics · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Random Matrices and Applications
  35. Privacy Auditing of Large Language Models
    2025/03/09 by Panda, Ashwinee, Tang, Xinyu, Nasr, Milad +2 · 6 citations
    #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  36. Report of the 1st Workshop on Generative AI and Law
    2023/11/11 by Cooper, A. Feder, Lee, Katherine, Grimmelmann, James +32 · 2 citations
    #Computers and Society (cs.CY) #FOS: Computer and information sciences
  37. Exploring and Mitigating Adversarial Manipulation of Voting-Based Leaderboards
    2025/01/13 by Huang, Yangsibo, Nasr, Milad, Angelopoulos, Anastasios +10 · 3 citations
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  38. 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
  39. Near Exact Privacy Amplification for Matrix Mechanisms
    2024/10/08 by Christopher A. Choquette-Choo, Choquette-Choo, Christopher A., Arun Ganesh +6 · 2 citations
    Computer Science · Engineering · #Additive Manufacturing and 3D Printing Technologies #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Nanofabrication and Lithography Techniques #Physical Unclonable Functions (PUFs) and Hardware Security
  40. The Last Iterate Advantage: Empirical Auditing and Principled Heuristic Analysis of Differentially Private SGD
    2024/10/08 by Thomas Steinke, Steinke, Thomas, Milad Nasr +17 · 2 citations
    Business, Management and Accounting · Decision Sciences · Economics, Econometrics and Finance · #Auction Theory and Applications #Cryptography and Security (cs.CR) #Digital Platforms and Economics #FOS: Computer and information sciences #Machine Learning (cs.LG) #Merger and Competition Analysis
  41. Fine-Tuning with Differential Privacy Necessitates an Additional Hyperparameter Search
    2022/10/05 by Cattan, Yannis, Choquette-Choo, Christopher A., Papernot, Nicolas +1 · 1 citation
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  42. Extracting alignment data in open models
    2025/10/21 by Federico Barbero, Xiangming Gu, Barbero, Federico +15 · 1 voice
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Natural Language Processing Techniques #Software Testing and Debugging Techniques #Topic Modeling
  43. Correlated Noise Mechanisms for Differentially Private Learning
    2025/06/09 by Krishna Pillutla, Pillutla, Krishna, Jalaj Upadhyay +21 · 3 citations
    Computer Science · Mathematics · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Random Matrices and Applications