Afshin Rostamizadeh
- Domain Adaptation: Learning Bounds and Algorithms
2009/02/19 by Yishay Mansour, Mansour, Yishay, Mehryar Mohri +3 · 91 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Imbalanced Data Classification Techniques #Machine Learning and Data Classification
- Learning Prices for Repeated Auctions with Strategic Buyers
2013/11/26 by Kareem Amin, Amin, Kareem, Afshin Rostamizadeh +3 · 19 citations
Decision Sciences · #Advanced Bandit Algorithms Research #Auction Theory and Applications #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Game Theory and Applications #Machine Learning (cs.LG)
- DistillSpec: Improving Speculative Decoding via Knowledge Distillation
2023/10/12 by Yongchao Zhou, Kaifeng Lyu, Zhou, Yongchao +13 · 31 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
- L2 Regularization for Learning Kernels
2012/05/09 by Corinna Cortes, Cortes, Corinna, Mehryar Mohri +3 · 12 citations
Computer Science · Engineering · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Sparse and Compressive Sensing Techniques
- An Analysis of SVD for Deep Rotation Estimation
2020/06/25 by Jake Levinson, Carlos Esteves, Levinson, Jake +11 · 16 citations
Engineering · Computer Science · #Robotics and Sensor-Based Localization #Optical measurement and interference techniques #Advanced Vision and Imaging
- Stability Bound for Stationary Phi-mixing and Beta-mixing Processes
2008/11/11 by Mehryar Mohri, Afshin Rostamizadeh, Mohri, Mehryar +1 · 9 citations
Decision Sciences · Engineering · #Advanced Statistical Process Monitoring #Control Systems and Identification #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG)
- Sample Selection Bias Correction Theory
2008/05/19 by Corinna Cortes, Cortes, Corinna, Mehryar Mohri +5 · 8 citations
Computer Science · Mathematics · #Neural Networks and Applications #Advanced Statistical Methods and Models #Evolutionary Algorithms and Applications
- Batch Active Learning at Scale
2021/07/29 by Gui Citovsky, Citovsky, Gui, Giulia DeSalvo +11 · 13 citations
Computer Science · Engineering · #Machine Learning and Algorithms #Teaching and Learning Programming #Robot Manipulation and Learning
- Multiple Source Adaptation and the Renyi Divergence
2012/05/09 by Yishay Mansour, Mehryar Mohri, Mansour, Yishay +3 · 6 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Speech Recognition and Synthesis #Speech and Audio Processing
- Federated Learning via Posterior Averaging: A New Perspective and Practical Algorithms
2020/10/11 by Maruan Al-Shedivat, Al-Shedivat, Maruan, Jennifer Gillenwater +5 · 6 citations
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Learning a Compressed Sensing Measurement Matrix via Gradient Unrolling
2018/06/26 by Shanshan Wu, Alexandros G. Dimakis, Wu, Shanshan +13 · 6 citations
Engineering · #CCD and CMOS Imaging Sensors #Electrical and Bioimpedance Tomography #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Sparse and Compressive Sensing Techniques
- This Time is Different: An Observability Perspective on Time Series Foundation Models
2025/05/20 by B I Cohen, Cohen, Ben, Emaad Khwaja +33 · 19 citations
Decision Sciences · Economics, Econometrics and Finance · #Artificial Intelligence (cs.AI) #Complex Systems and Time Series Analysis #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods
- A Little Help Goes a Long Way: Efficient LLM Training by Leveraging Small LMs
2024/10/24 by Ankit Singh Rawat, Rawat, Ankit Singh, Veeranjaneyulu Sadhanala +27 · 6 citations
Computer Science · #Computation and Language (cs.CL) #Digital Rights Management and Security #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Is margin all you need? An extensive empirical study of active learning on tabular data
2022/10/07 by Dara Bahri, Bahri, Dara, Heinrich Jiang +5 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification
- Categorical Feature Compression via Submodular Optimization
2019/04/30 by MohammadHossein Bateni, Lin Chen, Bateni, MohammadHossein +9 · 1 citation
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Complexity and Algorithms in Graphs #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Combining MixMatch and Active Learning for Better Accuracy with Fewer Labels
2019/12/02 by Shuang Song, David Berthelot, Song, Shuang +3 · 1 citation
Computer Science · #Machine Learning and Algorithms #Machine Learning and Data Classification #Handwritten Text Recognition Techniques
- Perceptron Mistake Bounds
2013/05/01 by Mehryar Mohri, Afshin Rostamizadeh, Mohri, Mehryar +1 · 1 citation
Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Neural Networks and Applications #Sparse and Compressive Sensing Techniques
- SoftSRV: Learn to Generate Targeted Synthetic Data
2024/10/21 by Giulia DeSalvo, DeSalvo, Giulia, Jean-Fracois Kagy +7 · 2 citations
Agricultural and Biological Sciences · #Animal Virus Infections Studies #FOS: Computer and information sciences #Machine Learning (cs.LG) #Plant Virus Research Studies
- Leveraging Importance Weights in Subset Selection
2023/01/28 by Gui Citovsky, Citovsky, Gui, Giulia DeSalvo +9 · 1 citation
Computer Science · #Machine Learning and Algorithms #Machine Learning and Data Classification #Data Stream Mining Techniques