Arjevani, Yossi
- Lower Bounds for Non-Convex Stochastic Optimization
2019/12/05 by Yossi Arjevani, Arjevani, Yossi, Yair Carmon +9 · 27 citations
Computer Science · Mathematics · Engineering · #Stochastic Gradient Optimization Techniques #Markov Chains and Monte Carlo Methods #Sparse and Compressive Sensing Techniques
- Second-Order Information in Non-Convex Stochastic Optimization: Power and Limitations
2020/06/24 by Arjevani, Yossi, Carmon, Yair, Duchi, John C. +3 · 8 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Communication Complexity of Distributed Convex Learning and Optimization
2015/06/05 by Arjevani, Yossi, Shamir, Ohad · 5 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Oracle Complexity of Second-Order Methods for Smooth Convex Optimization
2017/05/20 by Arjevani, Yossi, Shamir, Ohad, Shiff, Ron · 3 citations
#FOS: Mathematics #Optimization and Control (math.OC)
- A Tight Convergence Analysis for Stochastic Gradient Descent with Delayed Updates
2018/06/26 by Arjevani, Yossi, Shamir, Ohad, Srebro, Nathan · 3 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Analytic Characterization of the Hessian in Shallow ReLU Models: A Tale of Symmetry
2020/08/04 by Yossi Arjevani, Arjevani, Yossi, Michael Field +1 · 3 citations
Physics and Astronomy · #Atomic and Subatomic Physics Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Physics of Superconductivity and Magnetism #Quantum, superfluid, helium dynamics
- IDEAL: Inexact DEcentralized Accelerated Augmented Lagrangian Method
2020/06/11 by Yossi Arjevani, Arjevani, Yossi, Joan Bruna +9 · 3 citations
Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Distributed Control Multi-Agent Systems
- On the Iteration Complexity of Oblivious First-Order Optimization Algorithms
2016/05/11 by Arjevani, Yossi, Shamir, Ohad · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Dimension-Free Iteration Complexity of Finite Sum Optimization Problems
2016/06/30 by Arjevani, Yossi, Shamir, Ohad · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
- On the Complexity of Minimizing Convex Finite Sums Without Using the Indices of the Individual Functions
2020/02/09 by Arjevani, Yossi, Daniely, Amit, Jegelka, Stefanie +1 · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Analytic Study of Families of Spurious Minima in Two-Layer ReLU Neural Networks: A Tale of Symmetry II
2021/07/21 by Arjevani, Yossi, Field, Michael · 1 citation
#Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Limitations on Variance-Reduction and Acceleration Schemes for Finite Sum Optimization
2017/06/06 by Yossi Arjevani, Arjevani, Yossi · 1 citation
Computer Science · Engineering · #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
- Annihilation of Spurious Minima in Two-Layer ReLU Networks
2022/10/12 by Arjevani, Yossi, Field, Michael · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Geometry and Optimization of Shallow Polynomial Networks
2025/01/10 by Arjevani, Yossi, Bruna, Joan, Kileel, Joe +2 · 1 citation
#14P10 #62R01 #68T07 #90C23 #Algebraic Geometry (math.AG) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG)