Padmanabhan, Swati

1. A gradient sampling method with complexity guarantees for Lipschitz functions in high and low dimensions
   2021/12/13 by Davis, Damek, Drusvyatskiy, Dmitriy, Lee, Yin Tat +2 · 11 citations
   #65K05 #65K10 #90C15 #90C30 #FOS: Mathematics #Optimization and Control (math.OC)
2. Online Bidding Algorithms for Return-on-Spend Constrained Advertisers
   2022/08/29 by Zhe Feng, Feng, Zhe, Swati Padmanabhan +3 · 5 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Machine Learning and Algorithms #Optimization and Control (math.OC) #Optimization and Search Problems
3. A Faster Interior Point Method for Semidefinite Programming
   2020/09/21 by Haotian Jiang, Jiang, Haotian, Tarun Kathuria +7 · 3 citations
   Computer Science · Mathematics · #Advanced Optimization Algorithms Research #Complexity and Algorithms in Graphs #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning and Algorithms #Optimization and Control (math.OC)
4. First-Order Methods for Linearly Constrained Bilevel Optimization
   2024/06/18 by Guy Kornowski, Swati Padmanabhan, Kornowski, Guy +7 · 4 citations
   Mathematics · Economics, Econometrics and Finance · Computer Science · #Advanced Optimization Algorithms Research #Stochastic processes and financial applications #Optimization and Variational Analysis
5. Improving the Bit Complexity of Communication for Distributed Convex Optimization
   2024/03/28 by Mehrdad Ghadiri, Yin Tat Lee, Ghadiri, Mehrdad +9 · 2 citations
   Computer Science · #Cooperative Communication and Network Coding #Data Structures and Algorithms (cs.DS) #Distributed #Energy Efficient Wireless Sensor Networks #FOS: Computer and information sciences #FOS: Mathematics #Interconnection Networks and Systems #Optimization and Control (math.OC) #Parallel #and Cluster Computing (cs.DC)
6. On the Sample Complexity of Imitation Learning for Smoothed Model Predictive Control
   2023/06/02 by Daniel Pfrommer, Pfrommer, Daniel, Padmanabhan, Swati +9 · 1 citation
   Engineering · Medicine · #Advanced Control Systems Optimization #Cardiovascular Function and Risk Factors #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
7. Online Bidding under RoS Constraints without Knowing the Value
   2025/03/05 by Vijayan, Sushant, Feng, Zhe, Padmanabhan, Swati +3 · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
8. On the Hardness of Meaningful Local Guarantees in Nonsmooth Nonconvex Optimization
   2024/09/16 by Guy Kornowski, Swati Padmanabhan, Kornowski, Guy +3 · 1 citation
   Computer Science · Mathematics · #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Optimization and Variational Analysis