Liu, Daogao
- Detecting Pretraining Data from Large Language Models
2023/10/25 by Weijia Shi, Shi, Weijia, Anirudh Ajith +13 · 60 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
- MUSE: Machine Unlearning Six-Way Evaluation for Language Models
2024/07/08 by Weijia Shi, Shi, Weijia, Jaechan Lee +17 · 46 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling
- 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
- Pandora Box Problem with Nonobligatory Inspection: Hardness and Approximation Scheme
2022/07/19 by Hu Fu, Jiawei Li, Fu, Hu +3 · 8 citations
Decision Sciences · Computer Science · Business, Management and Accounting · #Auction Theory and Applications #Optimization and Search Problems #Supply Chain and Inventory Management
- ReSQueing Parallel and Private Stochastic Convex Optimization
2023/01/01 by Yair Carmon, Carmon, Yair, Arun Jambulapati +11 · 4 citations
Computer Science · Engineering · Mathematics · #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Private Convex Optimization via Exponential Mechanism
2022/03/01 by Sivakanth Gopi, Yin Tat Lee, Gopi, Sivakanth +3 · 3 citations
Computer Science · Mathematics · #Privacy-Preserving Technologies in Data #Markov Chains and Monte Carlo Methods #Stochastic Gradient Optimization Techniques
- Private Non-smooth Empirical Risk Minimization and Stochastic Convex Optimization in Subquadratic Steps
2021/03/29 by Kulkarni, Janardhan, Lee, Yin Tat, Liu, Daogao · 2 citations
#Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- When Does Differentially Private Learning Not Suffer in High Dimensions?
2022/07/01 by Xuechen Li, Daogao Liu, Li, Xuechen +11 · 2 citations
Computer Science · Medicine · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Pharmacological Effects and Toxicity Studies #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Algorithmic Aspects of the Log-Laplace Transform and a Non-Euclidean Proximal Sampler
2023/02/13 by Gopi, Sivakanth, Lee, Yin Tat, Liu, Daogao +2 · 2 citations
#Computation (stat.CO) #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Probability (math.PR)
- Scaling Embedding Layers in Language Models
2025/02/03 by Dahua Yu, Edith Cohen, Yu, Da +13 · 5 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling
- Private Stochastic Convex Optimization with Heavy Tails: Near-Optimality from Simple Reductions
2024/06/04 by Hilal Asi, Daogao Liu, Asi, Hilal +3 · 3 citations
Decision Sciences · Economics, Econometrics and Finance · Computer Science · #Risk and Portfolio Optimization #Stochastic processes and financial applications #Stochastic Gradient Optimization Techniques
- Private Online Learning via Lazy Algorithms
2024/06/05 by Asi, Hilal, Koren, Tomer, Liu, Daogao +1 · 2 citations
#Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- FlexOlmo: Open Language Models for Flexible Data Use
2025/07/09 by Shi, Weijia, Bhagia, Akshita, Farhat, Kevin +20 · 6 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
- Multi-token Markov Game with Switching Costs
2021/07/13 by Jian Li, Daogao Liu, Li, Jian +1 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Optimization and Search Problems #Reinforcement Learning in Robotics
- kNN-Adapter: Efficient Domain Adaptation for Black-Box Language Models
2023/02/21 by Huang, Yangsibo, Liu, Daogao, Zhong, Zexuan +2 · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Unlearn and Burn: Adversarial Machine Unlearning Requests Destroy Model Accuracy
2024/10/12 by Yangsibo Huang, Daogao Liu, Huang, Yangsibo +17 · 2 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 Convex Optimization in General Norms
2022/07/18 by Sivakanth Gopi, Yin Tat Lee, Gopi, Sivakanth +7 · 1 citation
Computer Science · Medicine · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Pharmacological Effects and Toxicity Studies #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Mind the Privacy Unit! User-Level Differential Privacy for Language Model Fine-Tuning
2024/06/20 by Lynn Chua, Chua, Lynn, Badih Ghazi +14 · 1 citation
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