Prakash Panangaden
9 papers · 2015–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π§ Keyword Pioneer π Conference Polyglot (5) π Academic Marathon (10) π Cross-Pollinator (13)
π
Renaissance Researcher
(5)
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Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(23)
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Trend Setter
Conferences
NIPS (4)
AISTATS (2)
ICLR (1)
ICML (1)
JMLR (1)
Top co-authors
Keywords
markov decision process
(4)
representation learning
(2)
reinforcement learning
(2)
policy gradient
(2)
continuous control
(2)
value function approximation
(1)
policy iteration
(1)
preference learning
(1)
value function
(1)
score matching
(1)
variational inference
(1)
distributional reinforcement learning
(1)
optimal policy
(1)
mdp homomorphisms
(1)
reward function
(1)
convergence analysis
(1)
likelihood estimation
(1)
partial observability
(1)
state abstraction
(1)
deep reinforcement learning
(1)
Papers
Studying the Interplay Between the Actor and Critic Representations in Reinforcement Learning
ICLR 2025
Policy Gradient Methods in the Presence of Symmetries and State Abstractions
JMLR 2024
Conditions on Preference Relations that Guarantee the Existence of Optimal Policies
AISTATS 2024
Riemannian Diffusion Models
NIPS 2022
Continuous MDP Homomorphisms and Homomorphic Policy Gradient
NIPS 2022
MICo: Improved representations via sampling-based state similarity for Markov decision processes
NIPS 2021
A Distributional Analysis of Sampling-Based Reinforcement Learning Algorithms
AISTATS 2020
Latent Variable Modelling with Hyperbolic Normalizing Flows
ICML 2020
Basis refinement strategies for linear value function approximation in MDPs
NIPS 2015