Junzi Zhang
4 papers · 2019–2022 · 3 conferences · across top CS/AI conferences
Achievements
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π Conference Polyglot (3) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (10) π§ Keyword Pioneer π£ Hot Topic Early Bird
π
Cross-Pollinator
(15)
Conferences
AAAI (2)
AISTATS (1)
NIPS (1)
Top co-authors
Keywords
policy gradient
(3)
global convergence
(3)
reinforcement learning
(2)
sample efficiency
(1)
sample complexity
(1)
markov decision process
(1)
nash equilibrium
(1)
regret bound
(1)
stochastic game
(1)
advantage estimation
(1)
momentum optimization
(1)
episodic reinforcement learning
(1)
mean-field game
(1)
reinforce algorithm
(1)
fictitious discount
(1)
stochastic optimization
(1)
finite-horizon mdp
(1)
stochastic gradient
(1)
multi-agent reinforcement learning
(1)
Papers
Theoretical Guarantees of Fictitious Discount Algorithms for Episodic Reinforcement Learning and Global Convergence of Policy Gradient Methods
AAAI 2022
On the Global Optimum Convergence of Momentum-based Policy Gradient
AISTATS 2022
Sample Efficient Reinforcement Learning with REINFORCE
AAAI 2021
Learning Mean-Field Games
NIPS 2019