Joint Learning of Hierarchical Neural Options and Abstract World Model.

Kevin Murphy Kevin Murphy 0001 Cardiff University Brain Research Imaging Centre, UK https://orcid.org/0000-0002-6516-313X https://www.wikidata.org/entity/Q48235615 https://www.wikidata.org/entity/Q43129455 https://www.researcherid.com/rid/A-1581-2010 Kevin Murphy 0002 Kevin P. Murphy Kevin Patrick Murphy Google Research, Mountain View, CA, USA Department of Computer Science, University of British Columbia http://www.cs.ubc.ca/~murphyk/ https://scholar.google.com/citations?user=MxxZkEcAAAAJ https://openreview.net/profile?id=~Kevin_Patrick_Murphy1 https://mathscinet.ams.org/mathscinet/MRAuthorID/682860 https://mathgenealogy.org/id.php?id=139130 https://twitter.com/sirbayes https://github.com/murphyk https://www.wikidata.org/entity/Q43130294 https://id.loc.gov/authorities/names/n2012018568 https://d-nb.info/gnd/1026956137 Kevin Murphy 0003 NASA Goddard Space Flight Center Kevin Murphy 0004 Sligo General Hospital, Department of Neurology, Ireland Kevin Murphy 0005 Center for Biomedical Informatics, The Children's Hospital of Philadelphia Kevin Murphy 0006 US Army Corps of Engineers Construction Engineering Research Laboratory, Champaign, IL, USA University of Illinois at Urbana-Champaign, Department of Mechanical Science and Engineering, USA https://orcid.org/0000-0001-6396-7989

Wasu Top Piriyakulkij Wolfgang Lehrach Kevin Ellis Kevin Murphy Joint Learning of Hierarchical Neural Options and Abstract World Model. 2026 February abs/2602.02799 CoRR https://doi.org/10.48550/arXiv.2602.02799 db/journals/corr/corr2602.html#abs-2602-02799 streams/journals/corr

Sireesh Gururaja Yueheng Zhang Guannan Tang Tianhao Zhang Kevin Murphy Yu-Tsen Yi Junwon Seo Anthony D. Rollett Emma Strubell Collage: Decomposable Rapid Prototyping for Information Extraction on Scientific PDFs. 2024 abs/2410.23478 CoRR https://doi.org/10.48550/arXiv.2410.23478 db/journals/corr/corr2410.html#abs-2410-23478 streams/journals/corr

Tatsiana Mikulchyk Kevin Murphy John Walsh Suzanne Martin Dervil Cody Izabela Naydenova Improving the Angular Visibility of Photopolymer-Based Reflection Holograms for Sensing Applications. 4275 2023 23 Sensors 9 https://doi.org/10.3390/s23094275 db/journals/sensors/sensors23.html#MikulchykMWMCN23

Zeel B. Patel Nipun Batra 0001 Kevin Murphy Uncertainty Disentanglement with Non-stationary Heteroscedastic Gaussian Processes for Active Learning. 2022 abs/2210.10964 CoRR https://doi.org/10.48550/arXiv.2210.10964 db/journals/corr/corr2210.html#abs-2210-10964

Manil Maskey Alfreda Hall Kevin Murphy Compton Tucker Will McCarty Aaron Kaulfus Commercial Smallsat Data Acquisition: Program Update. 600-603 2021 IGARSS https://doi.org/10.1109/IGARSS47720.2021.9554702 conf/igarss/2021 db/conf/igarss/igarss2021.html#MaskeyHMTMK21 Shinichi Sobue Yves-Louis Desnos Kevin Murphy Anca Anghelea Manil Maskey Michael Falkowski Tri-Agency Cooperation to Identify the Impact of COVID-19. 1359-1361 2021 IGARSS https://doi.org/10.1109/IGARSS47720.2021.9553694 conf/igarss/2021 db/conf/igarss/igarss2021.html#SobueDMAMF21 Manil Maskey Michael Falkowski Kevin Murphy Olaf Veerman Ricardo Mestre Iksha Gurung Muthukumaran Ramasubramanian Lillianne Thomas Zhuangfang Yi Drew Bollinger Abigail Seadler Yvonne Ivey Visualizing, Exploring, and Communicating Environmental Effects of COVID-19 Using Earth Observation Dashboard. 1370-1373 2021 IGARSS https://doi.org/10.1109/IGARSS47720.2021.9553461 conf/igarss/2021 db/conf/igarss/igarss2021.html#MaskeyFMVMGRTYB21

Michael Zhu Kevin Murphy Rico Jonschkowski Towards Differentiable Resampling. 2020 abs/2004.11938 CoRR https://arxiv.org/abs/2004.11938 db/journals/corr/corr2004.html#abs-2004-11938

Yiding Jiang Shixiang Gu Kevin Murphy Chelsea Finn Language as an Abstraction for Hierarchical Deep Reinforcement Learning. 9414-9426 2019 NeurIPS https://proceedings.neurips.cc/paper/2019/hash/0af787945872196b42c9f73ead2565c8-Abstract.html http://papers.nips.cc/paper/9139-language-as-an-abstraction-for-hierarchical-deep-reinforcement-learning conf/nips/2019 db/conf/nips/nips2019.html#JiangGMF19

Yiding Jiang Shixiang Gu Kevin Murphy Chelsea Finn Language as an Abstraction for Hierarchical Deep Reinforcement Learning. 2019 abs/1906.07343 CoRR http://arxiv.org/abs/1906.07343 db/journals/corr/corr1906.html#abs-1906-07343

Aaron N. Browne Byron Ruth Kevin Murphy Jeffrey W. Pennington Data Model Interoperability via Standard Representation. 2016 CRI http://knowledge.amia.org/amia-59309-cri2016-1.3011827/t005-1.3012400/f005-1.3012401/a139-1.3012626/a141-1.3012621 conf/cri/2016 db/conf/cri/cri2016.html#BrowneRMP16 Kevin Murphy Jeffrey Pennington Aaron N. Browne Byron Ruth Ritu Khare LeMar Davidson Patricia K. Morris Levon H. Utidjian Charles Bailey 0001 Clinical Data Research Network Lessons Learned. 2016 CRI http://knowledge.amia.org/amia-59309-cri2016-1.3011827/t005-1.3012400/f005-1.3012401/a193-1.3012488/a195-1.3012483 conf/cri/2016 db/conf/cri/cri2016.html#MurphyPBRKDMUB16

Leanne C. McKay Hugo D. Critchley Kevin Murphy Richard S. J. Frackowiak Douglas R. Corfield Sub-cortical and brainstem sites associated with chemo-stimulated increases in ventilation in humans. 2526-2535 2010 49 NeuroImage 3 https://doi.org/10.1016/j.neuroimage.2009.11.007 https://www.wikidata.org/entity/Q48407873 db/journals/neuroimage/neuroimage49.html#McKayCMFC10

Kevin Murphy Author-perceived Quality Characteristics of Science, Technology and Medicine (STM) Journals. 78 2009 22 Learn. Publ. 1 https://doi.org/10.1087/095315108X378857 db/journals/lp/lp22.html#Murphy09

Kevin Murphy M. Pamela Neely An Exploratory Study on the Tradeoffs of Improving Intrinsic Versus Representational Data Quality in Decision-Making Outcomes. 107-122 2008 ICIQ http://mitiq.mit.edu/iciq/iqdownload.aspx?ICIQYear=2008&File=2A-2+Murphy+and+Neely.pdf conf/iq/2008 db/conf/iq/iq2008.html#MurphyN08 Anca Anghelea L. Charles BaileyCharles Bailey 0001 Nipun Batra 0001 Drew Bollinger Aaron N. Browne Dervil Cody Douglas R. Corfield Hugo D. Critchley LeMar Davidson Yves-Louis Desnos Kevin Ellis Michael Falkowski Chelsea Finn Richard S. FrackowiakRichard S. J. Frackowiak Shixiang Gu Iksha Gurung Sireesh Gururaja Alfreda Hall Yvonne Ivey Yiding Jiang Rico Jonschkowski Aaron Kaulfus Ritu Khare Wolfgang Lehrach Suzanne Martin Manil Maskey Will McCarty Leanne C. McKay Ricardo Mestre Tatsiana Mikulchyk Patricia K. Morris Izabela Naydenova M. Pamela Neely Zeel B. Patel Jeffrey Pennington Jeffrey W. Pennington Wasu PiriyakulkijWasu Top Piriyakulkij Muthukumaran Ramasubramanian Anthony D. Rollett Byron Ruth Abigail Seadler Junwon Seo Shinichi Sobue Emma Strubell Guannan Tang Lillianne Thomas Compton Tucker Levon UtidjianLevon H. Utidjian Olaf Veerman John Walsh Yu-Tsen Yi Zhuangfang Yi Tianhao Zhang Yueheng Zhang Michael Zhu