Amit Sinha
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Cahiers du GERAD
      
        Nov 2023
      
  
  
      Amit Sinha and Aditya Mahajan
    
    
Reinforcement learning (RL) for partially observable Markov decision processes (POMDPs) is a challenging problem because decisions need to be made based on t...
BibTeX referenceArticles
      
        Mar 2025
      
  
  
              On the sensitivity of restless bandits solutions to uncertainty in the models of the arms
    
    Amit Sinha and Aditya Mahajan
    
      To appear in: Annals of Operations Research, 2025
      
        
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        Mar 2023
      
  
  
    
    Jayakumar Subramanian, Amit Sinha, and Aditya Mahajan
    
      Dynamic Games and Applications, 13, 56–88, 2023
      
        
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        Feb 2022
      
  
  
              Approximate Information State for Approximate Planning and Reinforcement Learning in Partially Observed Systems
    
    Jayakumar Subramanian, Amit Sinha, Raihan Seraj, and Aditya Mahajan
    
      Journal of Machine Learning Research, 23(12), 1–83, 2022
      
        
        BibTeX reference
    
  Proceedings
      
        Dec 2024
      
  
  
    
    Amit Sinha and Aditya Mahajan
    
      2024 IEEE 63rd Conference on Decision and Control (CDC), Milan, Italy, 6722–6735, 2024
      
        
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        Dec 2024
      
  
  
              Periodic agent-state based Q-learning for POMDPs
    
    Amit Sinha, Matthieu Geist, and Aditya Mahajan
    
      Conference on Neural Information Processing Systems (Neurips), Vancouver, Canada, 2024
      
        
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        Dec 2023
      
  
  
    
    Amit Sinha and Aditya Mahajan
    
      2023 62nd IEEE Conference on Decision and Control (CDC), Singapore, 7810–7816, 2023
      
        
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        Aug 2023
      
  
  
    
    Hadi Nekoei, Akilesh Badrinaaraayanan, Amit Sinha, Mohammad Amini, Janarthanan Rajendran, Aditya Mahajan, and Sarath Chandar
    
      Conference on Lifelong Learning Agents, Montréal, Canada, 2023
      
        
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        Dec 2021
      
  
  
    
    Jayakumar Subramanian, Amit Sinha, and Aditya Mahajan
    
      2021 Seventh Indian Control Conference (ICC), Mumbai, India, 2021
      
        
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