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Neural-Progressive Hedging: Enforcing Constraints in Reinforcement Learning with Stochastic Programming



Supriyo Ghosh , Laura Wynter , Shiau Hong Lim , Duc Thien Nguyen


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Probabilistic Inference for Learning from Untrusted Sources



Duc Thien Nguyen , Shiau Hoong Lim , Laura Wynter , Desmond Cai


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Variational Bayesian Inference for Crowdsourcing Predictions



Desmond Cai , Duc Thien Nguyen , Shiau Hong Lim , Laura Wynter

* 7 pages 

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Policy Gradient With Value Function Approximation For Collective Multiagent Planning



Duc Thien Nguyen , Akshat Kumar , Hoong Chuin Lau


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Dynamic Stochastic Orienteering Problems for Risk-Aware Applications



Hoong Chuin Lau , William Yeoh , Pradeep Varakantham , Duc Thien Nguyen , Huaxing Chen

* Appears in Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence (UAI2012) 

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