Chandak, Siddharth

1. Concentration of Contractive Stochastic Approximation and Reinforcement Learning
   2021/06/27 by Chandak, Siddharth, Borkar, Vivek S., Dodhia, Parth · 4 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
2. Reinforcement Learning in Non-Markovian Environments
   2022/11/03 by Siddharth Chandak, Chandak, Siddharth, Vivek S. Borkar +4 · 2 citations
   Computer Science · #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Neural Networks and Applications #Reinforcement Learning in Robotics #Statistical and Computational Modeling #Systems and Control (eess.SY) #electronic engineering #information engineering
3. Learning to Speak on Behalf of a Group: Medium Access Control for Sending a Shared Message
   2022/02/01 by Haque, Shaan ul, Chandak, Siddharth, Chiariotti, Federico +2 · 2 citations
   #FOS: Computer and information sciences #Multiagent Systems (cs.MA) #Networking and Internet Architecture (cs.NI)
4. A Concentration Bound for TD(0) with Function Approximation
   2023/12/16 by Siddharth Chandak, Chandak, Siddharth, Vivek S. Borkar +1 · 2 citations
   Mathematics · Computer Science · #Markov Chains and Monte Carlo Methods #Machine Learning and Algorithms #Bayesian Methods and Mixture Models
5. Finite-Time Bounds for Two-Time-Scale Stochastic Approximation with Arbitrary Norm Contractions and Markovian Noise
   2025/03/24 by Chandak, Siddharth, Haque, Shaan Ul, Bambos, Nicholas · 2 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
6. O(1/k) Finite-Time Bound for Non-Linear Two-Time-Scale Stochastic Approximation
   2025/04/27 by Chandak, Siddharth · 2 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering