Panangaden, Prakash

1. Metrics for Finite Markov Decision Processes
   2012/07/11 by Norm Ferns, Prakash Panangaden, Ferns, Norman +3 · 14 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Formal Methods in Verification #Machine Learning and Algorithms #Reinforcement Learning in Robotics
2. Riemannian Diffusion Models
   2022/08/16 by Chin‐Wei Huang, Huang, Chin-Wei, Milad Aghajohari +7 · 18 citations
   Computer Science · Medicine · #Generative Adversarial Networks and Image Synthesis #Advanced Neuroimaging Techniques and Applications #Human Pose and Action Recognition
3. Latent Variable Modelling with Hyperbolic Normalizing Flows
   2020/02/15 by Bose, Avishek Joey, Smofsky, Ariella, Liao, Renjie +2 · 6 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
4. Methods for computing state similarity in Markov Decision Processes
   2012/06/27 by Norman Ferns, Pablo Samuel Castro, Ferns, Norman +5 · 4 citations
   Engineering · Computer Science · #Fault Detection and Control Systems #AI-based Problem Solving and Planning #Reinforcement Learning in Robotics
5. MICo: Improved representations via sampling-based state similarity for Markov decision processes
   2021/06/03 by Pablo Samuel Castro, Tyler Kastner, Castro, Pablo Samuel +5 · 5 citations
   Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Data Stream Mining Techniques #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
6. Continuous MDP Homomorphisms and Homomorphic Policy Gradient
   2022/09/15 by Rezaei-Shoshtari, Sahand, Zhao, Rosie, Panangaden, Prakash +2 · 4 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. On the Axiomatizability of Quantitative Algebras
   2018/04/05 by Mardare, Radu, Panangaden, Prakash, Plotkin, Gordon · 3 citations
   #03B70 #FOS: Computer and information sciences #Logic in Computer Science (cs.LO)
8. Policy Gradient Methods in the Presence of Symmetries and State Abstractions
   2023/05/09 by Panangaden, Prakash, Rezaei-Shoshtari, Sahand, Zhao, Rosie +2 · 3 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
9. Studying the Interplay Between the Actor and Critic Representations in Reinforcement Learning
   2025/03/08 by Garcin, Samuel, McInroe, Trevor, Castro, Pablo Samuel +4 · 7 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
10. A Canonical Form for Weighted Automata and Applications to Approximate Minimization
    2015/01/27 by Balle, Borja, Panangaden, Prakash, Precup, Doina · 1 citation
    #FOS: Computer and information sciences #Formal Languages and Automata Theory (cs.FL)
11. Conditions on Preference Relations that Guarantee the Existence of Optimal Policies
    2023/11/03 by Carr, Jonathan Colaço, Panangaden, Prakash, Precup, Doina · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)