Elad Hazan
- Provably Efficient Maximum Entropy Exploration
2018/12/06 by Elad Hazan, Sham M. Kakade, Hazan, Elad +5 · 1 voice · 36 citations
Computer Science · Engineering · Mathematics · #CCD and CMOS Imaging Sensors #Image and Signal Denoising Methods #Sparse and Compressive Sensing Techniques #cs.AI #cs.LG #stat.ML
- Faster Rates for the Frank-Wolfe Method over Strongly-Convex Sets
2014/06/05 by Dan Garber, Elad Hazan, Garber, Dan +1 · 17 citations
Engineering · Computer Science · Mathematics · #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Advanced Optimization Algorithms Research
- Revisiting the Polyak step size
2019/05/01 by Elad Hazan, Hazan, Elad, Sham M. Kakade +1 · 14 citations
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Online Control with Adversarial Disturbances
2019/02/23 by Naman Agarwal, Brian Bullins, Agarwal, Naman +7 · 15 citations
Decision Sciences · Engineering · Physics and Astronomy · #Advanced Bandit Algorithms Research #Advanced Control Systems Optimization #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Beyond Convexity: Stochastic Quasi-Convex Optimization
2015/07/08 by Elad Hazan, Hazan, Elad, Kfir Y. Levy +3 · 9 citations
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Hyperparameter Optimization: A Spectral Approach
2017/06/02 by Elad Hazan, Adam Klivans, Hazan, Elad +3 · 1 voice · 2 citations
Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #cs.AI #cs.LG #math.OC #stat.ML
- Variance-Reduced and Projection-Free Stochastic Optimization
2016/02/05 by Elad Hazan, Haipeng Luo, Hazan, Elad +1 · 7 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Logistic Regression: Tight Bounds for Stochastic and Online Optimization
2014/05/15 by Elad Hazan, Hazan, Elad, Tomer Koren +3 · 5 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Stochastic Gradient Optimization Techniques
- Online Gradient Boosting
2015/06/16 by Alina Beygelzimer, Beygelzimer, Alina, Elad Hazan +5 · 5 citations
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Sparse and Compressive Sensing Techniques
- Fast and Simple PCA via Convex Optimization
2015/09/18 by Dan Garber, Elad Hazan, Garber, Dan +1 · 12 citations
Engineering · Computer Science · #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Blind Source Separation Techniques
- Volumetric Spanners: an Efficient Exploration Basis for Learning
2013/12/21 by Elad Hazan, Hazan, Elad, Zohar Karnin +3 · 3 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- Disentangling Adaptive Gradient Methods from Learning Rates
2020/02/26 by Naman Agarwal, Agarwal, Naman, Rohan Anil +7 · 4 citations
Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Stochastic Gradient Optimization Techniques
- Efficient Regret Minimization in Non-Convex Games
2017/07/31 by Elad Hazan, Karan Singh, Hazan, Elad +3 · 4 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- Lecture Notes: Optimization for Machine Learning
2019/09/08 by Elad Hazan, Hazan, Elad · 2 voices
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Machine Learning and Algorithms #Stochastic Gradient Optimization Techniques #cs.LG #stat.ML
- Learning Linear Dynamical Systems via Spectral Filtering
2017/11/02 by Elad Hazan, Karan Singh, Hazan, Elad +3 · 3 citations
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Systems and Control (eess.SY) #electronic engineering #information engineering
- Universal Learning of Nonlinear Dynamics
2025/08/16 by Evan Dogariu, Anand Brahmbhatt, Dogariu, Evan +3 · 2 voices · 2 citations
Computer Science · Engineering · #Neural Networks and Applications #Control Systems and Identification
- Introduction to Online Control
2022/11/17 by Elad Hazan, Karan Singh, Hazan, Elad +1 · 1 voice · 1 citation
#cs.LG #cs.RO #eess.SY #math.OC #stat.ML
- Adaptive Regret for Control of Time-Varying Dynamics
2020/07/08 by Paula Gradu, Gradu, Paula, Elad Hazan +3 · 5 citations
Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #Smart Grid Energy Management #Advanced Wireless Network Optimization
- On Graduated Optimization for Stochastic Non-Convex Problems
2015/03/12 by Elad Hazan, Hazan, Elad, Kfir Y. Levy +3 · 2 citations
Computer Science · Engineering · Mathematics · #68 #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- The Nonstochastic Control Problem
2019/11/27 by Elad Hazan, Hazan, Elad, Sham M. Kakade +3 · 2 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Search Problems #Reinforcement Learning in Robotics
- The Computational Power of Optimization in Online Learning
2015/04/08 by Elad Hazan, Hazan, Elad, Tomer Koren +1 · 2 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- Faster Eigenvector Computation via Shift-and-Invert Preconditioning
2016/05/26 by Dan Garber, Garber, Dan, Elad Hazan +11 · 3 citations
Computer Science · Engineering · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Matrix Theory and Algorithms #Numerical Analysis (math.NA) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Learning in Non-convex Games with an Optimization Oracle
2018/10/17 by Naman Agarwal, Agarwal, Naman, Alon Gonen +3 · 3 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- Oracle-Based Robust Optimization via Online Learning
2014/02/25 by Aharon Ben‐Tal, Elad Hazan, Ben-Tal, Aharon +5 · 1 citation
Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Risk and Portfolio Optimization
- Near-Optimal Algorithms for Online Matrix Prediction
2012/03/31 by Elad Hazan, Satyen Kale, Hazan, Elad +3 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Complexity and Algorithms in Graphs #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Optimization and Search Problems
- Online Agnostic Boosting via Regret Minimization
2020/03/02 by Nataly Brukhim, Brukhim, Nataly, Xinyi Chen +5 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Private Learning Implies Online Learning: An Efficient Reduction
2019/05/27 by Alon Gonen, Elad Hazan, Gonen, Alon +3 · 1 citation
Computer Science · #Complexity and Algorithms in Graphs #Cryptography and Data Security #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
- Online Learning with Low Rank Experts
2016/03/21 by Elad Hazan, Tomer Koren, Hazan, Elad +5 · 1 citation
Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Machine Learning and Algorithms #Stochastic Gradient Optimization Techniques
- Adaptive Gradient Methods with Local Guarantees
2022/03/02 by Lu Zhou, Wenhan Xia, Lu, Zhou +5 · 1 citation
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Projection-free Adaptive Regret with Membership Oracles
2022/11/22 by Lu Zhou, Lu, Zhou, Nataly Brukhim +5 · 1 citation
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #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 #Stochastic Gradient Optimization Techniques
- (weak) Calibration is Computationally Hard
2012/02/20 by Elad Hazan, Hazan, Elad, Sham M. Kakade +1 · 1 citation
Decision Sciences · Economics, Econometrics and Finance · #Auction Theory and Applications #Economic theories and models #Game Theory and Applications
- Optimal Black-Box Reductions Between Optimization Objectives
2016/03/17 by Zeyuan Allen-Zhu, Elad Hazan, Allen-Zhu, Zeyuan +1 · 1 citation
Computer Science · Engineering · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques