Reinforcement Learning | Publication Areas

H. Zhang, S. Bai, X. Lan, D. Hsu, and N. Zheng. Hindsight trust region policy optimization. In Proc. Int. Jnt. Conf. on Artificial Intelligence, 2021.
BibTeX PDF

@inproceedings{ZhangBai21,
	author = {H. Zhang and S. Bai and X. Lan and D. Hsu and N. Zheng},
	bib2html_pubtype = {Refereed Conference and Workshop},
	bib2html_rescat = {Reinforcement Learning},
	booktitle ={Proc. Int. Jnt. Conf. on Artificial Intelligence},
	title = {Hindsight Trust Region Policy Optimization},
	year = {2021}}

X. Ma, P. Karkus, D. Hsu, W.S. Lee, and N. Ye. Discriminative particle filter reinforcement learning for complex partial observations. In Proc. Int. Conf. on Learning Representations, 2020.
BibTeX PDF

@InProceedings{MaKar20b,
 Bib2Html_Pubtype = {Refereed Conference and Workshop},
 Bib2Html_Rescat = {Deep Learning, Reinforcement Learning},
 Author = 	 {X. Ma and P. Karkus and D. Hsu and W.S. Lee and N. Ye},
 Title = 	 {Discriminative Particle Filter Reinforcement Learning For Complex Partial Observations},
 Booktitle = ICLR,
 Year = 	 {2020},
}

R. Pinsler, P. Karkus, A. Kupcsik, D. Hsu, and W.S. Lee. Factored contextual policy search with bayesian optimization. In Proc. IEEE Int. Conf. on Robotics & Automation, 2019.
BibTeX PDF

@inproceedings{PinKar19,
	Author = {R. Pinsler and P. Karkus and A. Kupcsik and D. Hsu and W.S. Lee},
	Bib2Html_Pubtype = {Refereed Conference and Workshop},
	Bib2Html_Rescat = {Reinforcement Learning},
	Booktitle = ICRA,
	Title = {Factored Contextual Policy Search with Bayesian Optimization},
	Year = {2019}}

A. Kupcsik, D. Hsu, and W.S. Lee. Learning dynamic robot-to-human object handover from human feedback. In Proc. Int. Symp. on Robotics Research, 2015.
BibTeX PDF

@inproceedings{KupHsu15,
	Author = {A. Kupcsik and D. Hsu and W.S. Lee},
	Bib2Html_Pubtype = {Refereed Conference and Workshop},
	Bib2Html_Rescat = {Reinforcement Learning},
	Booktitle = {Proc. Int. Symp. on Robotics Research},
	Title = {Learning Dynamic Robot-To-Human Object Handover From Human Feedback},
	Year = {2015}}

X.X. Wang, Y. Wang, D. Hsu, and Y. Wang. Exploration in interactive personalized music recommendation: A reinforcement learning approach. ACM Trans. on Multimedia Computing, Communications & Applications, 11(1), 2014.
BibTeX PDF

@article{WanWan14,
	Author = {X.X. Wang and Y. Wang and D. Hsu and Y. Wang},
	Bib2Html_Pubtype = {Journal},
	Bib2Html_Rescat = {POMDP Applications},
	Journal = {ACM Trans. on Multimedia Computing, Communications \& Applications},
	Note = {doi:10.1145/2623372},
	Number = {1},
	Title = {Exploration in Interactive Personalized Music Recommendation: A Reinforcement Learning Approach},
	Volume = {11},
	Year = {2014}}

Y. Wang, K.S. Won, D. Hsu, and W.S. Lee. Monte Carlo Bayesian reinforcement learning. In Proc. Int. Conf. on Machine Learning, 2012.
BibTeX PDF (with supplementary material)

@inproceedings{WanWon12,
	Author = {Wang, Y. and Won, K.S. and Hsu, D. and Lee, W.S.},
	Bib2Html_Pubtype = {Refereed Conference and Workshop},
	Bib2Html_Rescat = {Reinforcement Learning},
	Booktitle = {Proc. Int. Conf. on Machine Learning},
	Date-Modified = {2013-06-14 15:28:29 +0000},
	Title = {{Monte Carlo Bayesian} reinforcement learning},
	Year = {2012}}

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