Choquette-Choo, Christopher A.
- 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)
- Machine Unlearning
2019/12/09 by Lucas Bourtoule, Varun Chandrasekaran, Bourtoule, Lucas +13 · 3 voices · 147 citations
#cs.CR #cs.AI #cs.LG
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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)
- 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
- 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)
- 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
- 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)
- 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
- 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
- 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
- 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
- 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
- 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
- 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)
- 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)
- 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)
- 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
- 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
- (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
- 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)
- 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
- 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)
- 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
- 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)
- 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
- 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
- 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)
- 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
- 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)
- 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
- 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
- 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
- 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)
- 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
- 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