Sewoong Oh
- DataComp-LM: In search of the next generation of training sets for language models
2024/06/17 by Jeffrey Li, Alex Fang, Li, Jeffrey +121 · 2 voices · 80 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.CL #cs.LG
- DataComp: In search of the next generation of multimodal datasets
2023/04/27 by Samir Yitzhak Gadre, Gabriel Ilharco, Gadre, Samir Yitzhak +65 · 79 citations
Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning in Healthcare #Topic Modeling
- OpenThoughts: Data Recipes for Reasoning Models
2025/06/04 by Etash Guha, Guha, Etash, Ryan Marten +102 · 2 voices · 61 citations
Computer Science · #Advanced Graph Neural Networks #Explainable Artificial Intelligence (XAI) #Mathematics, Computing, and Information Processing #cs.LG
- Extremal Mechanisms for Local Differential Privacy
2014/07/04 by Peter Kairouz, Sewoong Oh, Kairouz, Peter +3 · 19 citations
Computer Science · #Complexity and Algorithms in Graphs #Cryptography and Data Security #FOS: Computer and information sciences #Information Theory (cs.IT) #Privacy-Preserving Technologies in Data
- Optimal transport mapping via input convex neural networks
2019/08/28 by Ashok Vardhan Makkuva, Amirhossein Taghvaei, Makkuva, Ashok Vardhan +5 · 14 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Stochastic Gradient Optimization Techniques
- AirGapAgent: Protecting Privacy-Conscious Conversational Agents
2024/05/08 by Ren Yi, Bagdasarian, Eugene, Sahra Ghalebikesabi +12 · 19 citations
Computer Science · Social Sciences · #Blockchain Technology Applications and Security #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
- Spurious Rewards: Rethinking Training Signals in RLVR
2025/06/12 by Rulin Shao, Shuyue Stella Li, Shao, Rulin +25 · 59 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Natural Language Processing Techniques #Topic Modeling
- SPECTRE: Defending Against Backdoor Attacks Using Robust Statistics
2021/04/22 by Jonathan Hayase, Weihao Kong, Hayase, Jonathan +5 · 10 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
- Improving Multimodal Datasets with Image Captioning
2023/07/19 by Thao D. Nguyen, Nguyen, Thao, Samir Yitzhak Gadre +7 · 14 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques
- Rank Centrality: Ranking from Pair-wise Comparisons
2012/09/08 by Sahand Negahban, Sewoong Oh, Negahban, Sahand +3 · 6 citations
Computer Science · Decision Sciences · Economics, Econometrics and Finance · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Game Theory and Applications #Game Theory and Voting Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Efficient Algorithms for Smooth Minimax Optimization
2019/07/02 by Kiran Koshy Thekumparampil, Thekumparampil, Kiran Koshy, Prateek Jain +5 · 5 citations
Engineering · Computer Science · #Sparse and Compressive Sensing Techniques #Image and Signal Denoising Methods #Advanced Image Processing Techniques
- Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP
2022/08/10 by Thao D. Nguyen, Gabriel Ilharco, Nguyen, Thao +7 · 6 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Topic Modeling #Web Data Mining and Analysis
- Data-driven Rank Breaking for Efficient Rank Aggregation
2016/01/21 by Ashish Khetan, Sewoong Oh, Khetan, Ashish +1 · 3 citations
Economics, Econometrics and Finance · Decision Sciences · #Game Theory and Voting Systems #Multi-Criteria Decision Making #Economic and Environmental Valuation
- Robust and Differentially Private Mean Estimation
2021/02/18 by Xiyang Liu, Liu, Xiyang, Weihao Kong +5 · 4 citations
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
- Differential privacy and robust statistics in high dimensions
2021/11/12 by Xiyang Liu, Liu, Xiyang, Weihao Kong +3 · 4 citations
Computer Science · Mathematics · #Privacy-Preserving Technologies in Data #Distributed Sensor Networks and Detection Algorithms #Advanced Causal Inference Techniques
- MAUVE Scores for Generative Models: Theory and Practice
2022/12/30 by Krishna Pillutla, Lang Liu, Pillutla, Krishna +15 · 4 citations
Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- Multilingual Diversity Improves Vision-Language Representations
2024/05/27 by Thao D. Nguyen, Matthew Wallingford, Nguyen, Thao +13 · 6 citations
Arts and Humanities · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Media, Religion, Digital Communication
- One-shot Empirical Privacy Estimation for Federated Learning
2023/02/06 by Galen Andrew, Andrew, Galen, Peter Kairouz +9 · 4 citations
Computer Science · #Privacy-Preserving Technologies in Data
- DeepTurbo: Deep Turbo Decoder
2019/03/06 by Yihan Jiang, Hyeji Kim, Jiang, Yihan +9 · 2 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Wireless Signal Modulation Classification #Error Correcting Code Techniques #Fractal and DNA sequence analysis
- Advancing Differential Privacy: Where We Are Now and Future Directions for Real-World Deployment
2023/04/14 by Rachel Cummings, Damien Desfontaines, Cummings, Rachel +45 · 3 citations
Social Sciences · #Privacy, Security, and Data Protection
- DPZero: Private Fine-Tuning of Language Models without Backpropagation
2023/10/14 by Liang Zhang, Zhang, Liang, Li, Bingcong +6 · 4 citations
Computer Science · #Topic Modeling #Domain Adaptation and Few-Shot Learning #Stochastic Gradient Optimization Techniques
- Recycling the Web: A Method to Enhance Pre-training Data Quality and Quantity for Language Models
2025/06/05 by Thao D. Nguyen, Nguyen, Thao, Li Yang +11 · 11 citations
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling #Web Data Mining and Analysis
- PLeaS -- Merging Models with Permutations and Least Squares
2024/07/02 by Anshul Nasery, Nasery, Anshul, Jonathan Hayase +5 · 4 citations
Business, Management and Accounting · #Business Strategy and Innovation #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Eliminating Sharp Minima from SGD with Truncated Heavy-tailed Noise
2021/02/08 by Xingyu Wang, Sewoong Oh, Wang, Xingyu +3 · 2 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Probability (math.PR)
- Unleashing the Power of Randomization in Auditing Differentially Private ML
2023/05/29 by Krishna Pillutla, Galen Andrew, Pillutla, Krishna +9 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Statistics Theory (math.ST)
- Learning from Comparisons and Choices
2017/04/24 by Sahand Negahban, Negahban, Sahand, Sewoong Oh +5 · 3 citations
Computer Science · Physics and Astronomy · Social Sciences · #Recommender Systems and Techniques #Complex Network Analysis Techniques #Human Mobility and Location-Based Analysis
- Privacy-Preserving Instructions for Aligning Large Language Models
2024/02/21 by Yu Da, Yu, Da, Peter Kairouz +5 · 4 citations
Computer Science · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
- Data Mixture Inference: What do BPE Tokenizers Reveal about their Training Data?
2024/07/23 by Jonathan Hayase, Alisa Liu, Hayase, Jonathan +7 · 2 voices · 2 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.CL #cs.LG
- Label Poisoning is All You Need
2023/10/29 by Rishi D. Jha, Jha, Rishi D., Jonathan Hayase +3 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Digital Media Forensic Detection #FOS: Computer and information sciences #Machine Learning (cs.LG)
- S4S: Solving for a Diffusion Model Solver
2025/02/24 by E. T. Frankel, Frankel, Eric, Sitan Chen +9 · 4 citations
Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Numerical methods for differential equations
- Robust Meta-learning for Mixed Linear Regression with Small Batches
2020/06/17 by Weihao Kong, Raghav Somani, Kong, Weihao +5 · 2 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Machine Learning and ELM
- Achieving Budget-optimality with Adaptive Schemes in Crowdsourcing
2016/02/10 by Ashish Khetan, Khetan, Ashish, Sewoong Oh +1 · 2 citations
Computer Science · Decision Sciences · #Mobile Crowdsensing and Crowdsourcing #Auction Theory and Applications #Advanced Bandit Algorithms Research
- Projection Efficient Subgradient Method and Optimal Nonsmooth Frank-Wolfe Method
2020/10/05 by Kiran Koshy Thekumparampil, Thekumparampil, Kiran Koshy, Prateek Jain +5 · 1 citation
Computer Science · Engineering · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference #Stochastic Gradient Optimization Techniques
- MAML and ANIL Provably Learn Representations
2022/02/07 by Liam Collins, Collins, Liam, Aryan Mokhtari +5 · 1 citation
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Machine Learning and Data Classification
- Zonotope Domains for Lagrangian Neural Network Verification
2022/10/14 by Matthew J. Jordan, Jonathan Hayase, Jordan, Matt +5 · 1 citation
Computer Science · Engineering · Materials Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science
- Near Optimal Private and Robust Linear Regression
2023/01/30 by Xiyang Liu, Liu, Xiyang, Prateek Jain +7 · 1 citation
Computer Science · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Adversarial Robustness in Machine Learning
- Understanding the Gains from Repeated Self-Distillation
2024/07/05 by Divyansh Pareek, Pareek, Divyansh, Simon S. Du +3 · 2 citations
Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Process Optimization and Integration
- A False Sense of Privacy: Evaluating Textual Data Sanitization Beyond Surface-level Privacy Leakage
2025/04/28 by Rui Xin, Niloofar Mireshghallah, Xin, Rui +15 · 2 citations
Computer Science · Social Sciences · #Advanced Malware Detection Techniques #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
- Optimal Inference in Crowdsourced Classification via Belief Propagation
2016/02/11 by Jungseul Ok, Sewoong Oh, Ok, Jungseul +5 · 1 citation
Computer Science · Decision Sciences · #Mobile Crowdsensing and Crowdsourcing #Auction Theory and Applications #Privacy-Preserving Technologies in Data
- When Incentives Backfire, Data Stops Being Human
2025/02/11 by Sebastin Santy, Santy, Sebastin, Prasanta Kumar Bhattacharya +7 · 1 citation
Decision Sciences · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Insurance, Mortality, Demography, Risk Management #Machine Learning (cs.LG) #demographic modeling and climate adaptation