Amer Sinha
- Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
2025/07/07 by Gheorghe Comanici, Comanici, Gheorghe, Eric Bieber +6844 · 8 voices · 1398 citations
#cs.CL #cs.AI
- VaultGemma: A Differentially Private Gemma Model
2025/10/15 by Amer Sinha, Thomas Mésnard, Sinha, Amer +39 · 4 voices · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data
- Mind the Privacy Unit! User-Level Differential Privacy for Language Model Fine-Tuning
2024/06/20 by Lynn Chua, Badih Ghazi, Chua, Lynn +14 · 6 citations
Computer Science · Social Sciences · #Access Control and Trust #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data
- Scaling Laws for Differentially Private Language Models
2025/01/31 by Ryan McKenna, Ryan M. McKenna, Yangsibo Huang +23 · 2 voices · 6 citations
Computer Science · #cs.LG #cs.CR
- How Private are DP-SGD Implementations?
2024/03/26 by Lynn Chua, Chua, Lynn, Badih Ghazi +11 · 4 citations
Medicine · #Biomedical Ethics and Regulation #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Scalable DP-SGD: Shuffling vs. Poisson Subsampling
2024/11/06 by Lynn Chua, Badih Ghazi, Chua, Lynn +11 · 7 citations
Computer Science · Engineering · #3D Shape Modeling and Analysis #Computer Graphics and Visualization Techniques #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Medical Image Segmentation Techniques
- Crosslingual Capabilities and Knowledge Barriers in Multilingual Large Language Models
2024/06/23 by Lynn Chua, Badih Ghazi, Chua, Lynn +15 · 4 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling
- Unlearn and Burn: Adversarial Machine Unlearning Requests Destroy Model Accuracy
2024/10/12 by Yangsibo Huang, Huang, Yangsibo, Daogao Liu +17 · 4 citations
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Fault Detection and Control Systems
- Private Ad Modeling with DP-SGD
2022/11/21 by Carson Denison, Badih Ghazi, Denison, Carson +15 · 1 citation
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Sparsity-Preserving Differentially Private Training of Large Embedding Models
2023/11/14 by Badih Ghazi, Ghazi, Badih, Yangsibo Huang +11 · 1 citation
Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Privacy, Security, and Data Protection
- Training Differentially Private Ad Prediction Models with Semi-Sensitive Features
2024/01/26 by Lynn Chua, Qiliang Cui, Chua, Lynn +21 · 1 citation
Computer Science · #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data