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@article{DBLP:journals/taas/SunelCP24,
  author       = {Saim Sunel and
                  Erkin {\c{C}}ilden and
                  Faruk Polat},
  title        = {Faster MIL-based Subgoal Identification for Reinforcement Learning
                  by Tuning Fewer Hyperparameters},
  journal      = {{ACM} Trans. Auton. Adapt. Syst.},
  volume       = {19},
  number       = {2},
  pages        = {10},
  year         = {2024},
  url          = {https://doi.org/10.1145/3643852},
  doi          = {10.1145/3643852},
  timestamp    = {Sun, 04 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/taas/SunelCP24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mlc/DemirCP23,
  author       = {Alper Demir and
                  Erkin {\c{C}}ilden and
                  Faruk Polat},
  title        = {Landmark based guidance for reinforcement learning agents under partial
                  observability},
  journal      = {Int. J. Mach. Learn. Cybern.},
  volume       = {14},
  number       = {4},
  pages        = {1543--1563},
  year         = {2023},
  url          = {https://doi.org/10.1007/s13042-022-01713-5},
  doi          = {10.1007/S13042-022-01713-5},
  timestamp    = {Mon, 01 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/mlc/DemirCP23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mlc/DemirCP23a,
  author       = {Alper Demir and
                  Erkin {\c{C}}ilden and
                  Faruk Polat},
  title        = {Correction: Landmark based guidance for reinforcement learning agents
                  under partial observability},
  journal      = {Int. J. Mach. Learn. Cybern.},
  volume       = {14},
  number       = {4},
  pages        = {1565},
  year         = {2023},
  url          = {https://doi.org/10.1007/s13042-022-01763-9},
  doi          = {10.1007/S13042-022-01763-9},
  timestamp    = {Sun, 16 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/mlc/DemirCP23a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/fgcs/AydinCP22,
  author       = {H{\"{u}}seyin Aydin and
                  Erkin {\c{C}}ilden and
                  Faruk Polat},
  title        = {Using chains of bottleneck transitions to decompose and solve reinforcement
                  learning tasks with hidden states},
  journal      = {Future Gener. Comput. Syst.},
  volume       = {133},
  pages        = {153--168},
  year         = {2022},
  url          = {https://doi.org/10.1016/j.future.2022.03.016},
  doi          = {10.1016/J.FUTURE.2022.03.016},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/fgcs/AydinCP22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/advcs/DemirCP19,
  author       = {Alper Demir and
                  Erkin {\c{C}}ilden and
                  Faruk Polat},
  title        = {Generating Effective Initiation Sets for Subgoal-Driven options},
  journal      = {Adv. Complex Syst.},
  volume       = {22},
  number       = {2},
  pages        = {1950001:1--1950001:32},
  year         = {2019},
  url          = {https://doi.org/10.1142/S0219525919500012},
  doi          = {10.1142/S0219525919500012},
  timestamp    = {Sun, 25 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/advcs/DemirCP19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ker/DemrCP19,
  author       = {Alper Demir and
                  Erkin {\c{C}}ilden and
                  Faruk Polat},
  title        = {Automatic landmark discovery for learning agents under partial observability},
  journal      = {Knowl. Eng. Rev.},
  volume       = {34},
  pages        = {e11},
  year         = {2019},
  url          = {https://doi.org/10.1017/S026988891900002X},
  doi          = {10.1017/S026988891900002X},
  timestamp    = {Thu, 27 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ker/DemrCP19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/0002CP19,
  author       = {Alper Demir and
                  Erkin {\c{C}}ilden and
                  Faruk Polat},
  editor       = {Edith Elkind and
                  Manuela Veloso and
                  Noa Agmon and
                  Matthew E. Taylor},
  title        = {Landmark Based Reward Shaping in Reinforcement Learning with Hidden
                  States},
  booktitle    = {Proceedings of the 18th International Conference on Autonomous Agents
                  and MultiAgent Systems, {AAMAS} '19, Montreal, QC, Canada, May 13-17,
                  2019},
  pages        = {1922--1924},
  publisher    = {International Foundation for Autonomous Agents and Multiagent Systems},
  year         = {2019},
  url          = {http://dl.acm.org/citation.cfm?id=3331964},
  timestamp    = {Wed, 29 May 2019 16:36:58 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/0002CP19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prima/AydinCP19,
  author       = {H{\"{u}}seyin Aydin and
                  Erkin {\c{C}}ilden and
                  Faruk Polat},
  editor       = {Matteo Baldoni and
                  Mehdi Dastani and
                  Beishui Liao and
                  Yuko Sakurai and
                  Rym Zalila{-}Wenkstern},
  title        = {Compact Frequency Memory for Reinforcement Learning with Hidden States},
  booktitle    = {{PRIMA} 2019: Principles and Practice of Multi-Agent Systems - 22nd
                  International Conference, Turin, Italy, October 28-31, 2019, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {11873},
  pages        = {425--433},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-33792-6\_26},
  doi          = {10.1007/978-3-030-33792-6\_26},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/prima/AydinCP19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/scsc/KayaKCCCO19,
  author       = {Muhammed Cagri Kaya and
                  Alper Karamanlioglu and
                  I. {\c{C}}aglar {\c{C}}etintas and
                  Erkin {\c{C}}ilden and
                  M. Haluk Canberi and
                  Halit Oguzt{\"{u}}z{\"{u}}n},
  editor       = {Umut Durak},
  title        = {A configurable gateway for {DDS-HLA} interoperability},
  booktitle    = {Proceedings of the 2019 Summer Simulation Conference, SummerSim 2019,
                  Berlin, Germany, July 22-24, 2019},
  pages        = {36:1--36:11},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://dl.acm.org/citation.cfm?id=3374174},
  timestamp    = {Wed, 04 Dec 2019 19:25:36 +0100},
  biburl       = {https://dblp.org/rec/conf/scsc/KayaKCCCO19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/scsc/OzkanCGSC19,
  author       = {G{\"{o}}k{\c{c}}e {\"{O}}zkan and
                  Erkin {\c{C}}ilden and
                  Emre G{\"{u}}ltekin and
                  Ahmet Sezer and
                  M. Haluk Canberi},
  editor       = {Umut Durak},
  title        = {A reference architecture for military simulations with experimentation
                  and analysis features},
  booktitle    = {Proceedings of the 2019 Summer Simulation Conference, SummerSim 2019,
                  Berlin, Germany, July 22-24, 2019},
  pages        = {64:1--64:6},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://dl.acm.org/citation.cfm?id=3374202},
  timestamp    = {Wed, 04 Dec 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/scsc/OzkanCGSC19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dsrt/CildenGPC18,
  author       = {Erkin {\c{C}}ilden and
                  Emre Gultekin and
                  Dogan Poyraz and
                  M. Haluk Canberi},
  editor       = {Eva Besada{-}Portas and
                  Oscar Rodr{\'{\i}}guez Polo and
                  Robson E. De Grande and
                  Jos{\'{e}} Luis Risco{-}Mart{\'{\i}}n},
  title        = {A Generic Distributed Architecture to Integrate Simulated Participants
                  with Modular Avionics},
  booktitle    = {22nd {IEEE/ACM} International Symposium on Distributed Simulation
                  and Real Time Applications, {DS-RT} 2018, Madrid, Spain, October 15-17,
                  2018},
  pages        = {222--223},
  publisher    = {{IEEE} Computer Society},
  year         = {2018},
  url          = {https://doi.org/10.1109/DISTRA.2018.8601012},
  doi          = {10.1109/DISTRA.2018.8601012},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/dsrt/CildenGPC18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/siu/CeranCGC18,
  author       = {Erhan Ceran and
                  Erkin {\c{C}}ilden and
                  Emre Gultekin and
                  M. Haluk Canberi},
  title        = {Network packet loss sensitivity analysis for sympes codec},
  booktitle    = {26th Signal Processing and Communications Applications Conference,
                  {SIU} 2018, Izmir, Turkey, May 2-5, 2018},
  pages        = {1--4},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/SIU.2018.8404555},
  doi          = {10.1109/SIU.2018.8404555},
  timestamp    = {Wed, 16 Oct 2019 14:14:55 +0200},
  biburl       = {https://dblp.org/rec/conf/siu/CeranCGC18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ictai/AydinCP17,
  author       = {H{\"{u}}seyin Aydin and
                  Erkin {\c{C}}ilden and
                  Faruk Polat},
  title        = {Using Transitional Bottlenecks to Improve Learning in Nearest Sequence
                  Memory Algorithm},
  booktitle    = {29th {IEEE} International Conference on Tools with Artificial Intelligence,
                  {ICTAI} 2017, Boston, MA, USA, November 6-8, 2017},
  pages        = {147--152},
  publisher    = {{IEEE} Computer Society},
  year         = {2017},
  url          = {https://doi.org/10.1109/ICTAI.2017.00033},
  doi          = {10.1109/ICTAI.2017.00033},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ictai/AydinCP17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ictai/DemirCP17,
  author       = {Alper Demir and
                  Erkin {\c{C}}ilden and
                  Faruk Polat},
  title        = {A Concept Filtering Approach for Diverse Density to Discover Subgoals
                  in Reinforcement Learning},
  booktitle    = {29th {IEEE} International Conference on Tools with Artificial Intelligence,
                  {ICTAI} 2017, Boston, MA, USA, November 6-8, 2017},
  pages        = {1--5},
  publisher    = {{IEEE} Computer Society},
  year         = {2017},
  url          = {https://doi.org/10.1109/ICTAI.2017.00012},
  doi          = {10.1109/ICTAI.2017.00012},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ictai/DemirCP17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/DemirCP16,
  author       = {Alper Demir and
                  Erkin {\c{C}}ilden and
                  Faruk Polat},
  editor       = {Gal A. Kaminka and
                  Maria Fox and
                  Paolo Bouquet and
                  Eyke H{\"{u}}llermeier and
                  Virginia Dignum and
                  Frank Dignum and
                  Frank van Harmelen},
  title        = {A History Tree Heuristic to Generate Better Initiation Sets for Options
                  in Reinforcement Learning},
  booktitle    = {{ECAI} 2016 - 22nd European Conference on Artificial Intelligence,
                  29 August-2 September 2016, The Hague, The Netherlands - Including
                  Prestigious Applications of Artificial Intelligence {(PAIS} 2016)},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {285},
  pages        = {1644--1645},
  publisher    = {{IOS} Press},
  year         = {2016},
  url          = {https://doi.org/10.3233/978-1-61499-672-9-1644},
  doi          = {10.3233/978-1-61499-672-9-1644},
  timestamp    = {Tue, 02 Nov 2021 15:59:05 +0100},
  biburl       = {https://dblp.org/rec/conf/ecai/DemirCP16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/DemirCP16,
  author       = {Alper Demir and
                  Erkin {\c{C}}ilden and
                  Faruk Polat},
  editor       = {Paolo Frasconi and
                  Niels Landwehr and
                  Giuseppe Manco and
                  Jilles Vreeken},
  title        = {Local Roots: {A} Tree-Based Subgoal Discovery Method to Accelerate
                  Reinforcement Learning},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2016, Riva del Garda, Italy, September 19-23, 2016,
                  Proceedings, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9852},
  pages        = {361--376},
  publisher    = {Springer},
  year         = {2016},
  url          = {https://doi.org/10.1007/978-3-319-46227-1\_23},
  doi          = {10.1007/978-3-319-46227-1\_23},
  timestamp    = {Sun, 25 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/DemirCP16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcyb/CildenP15,
  author       = {Erkin {\c{C}}ilden and
                  Faruk Polat},
  title        = {Toward Generalization of Automated Temporal Abstraction to Partially
                  Observable Reinforcement Learning},
  journal      = {{IEEE} Trans. Cybern.},
  volume       = {45},
  number       = {8},
  pages        = {1414--1425},
  year         = {2015},
  url          = {https://doi.org/10.1109/TCYB.2014.2352038},
  doi          = {10.1109/TCYB.2014.2352038},
  timestamp    = {Fri, 22 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tcyb/CildenP15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cybconf/SahinCP15,
  author       = {Coskun Sahin and
                  Erkin {\c{C}}ilden and
                  Faruk Polat},
  title        = {Memory efficient factored abstraction for reinforcement learning},
  booktitle    = {2nd {IEEE} International Conference on Cybernetics, {CYBCONF} 2015,
                  Gdynia, Poland, June 24-26, 2015},
  pages        = {18--23},
  publisher    = {{IEEE}},
  year         = {2015},
  url          = {https://doi.org/10.1109/CYBConf.2015.7175900},
  doi          = {10.1109/CYBCONF.2015.7175900},
  timestamp    = {Wed, 16 Oct 2019 14:14:56 +0200},
  biburl       = {https://dblp.org/rec/conf/cybconf/SahinCP15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/basesearch/Cilden14,
  author       = {Erkin {\c{C}}ilden},
  title        = {Abstraction in reinforcement learning in partially observable environments
                  ; K{\i}smi g{\"{o}}zlemlenebilir ortamlar i{\c{c}}in peki{\c{s}}tirmeli
                  {\"{o}}{\u{g}}renmede soyutlama},
  school       = {Middle East Technical University, {\c{C}}ankaya, Ankara, Turkey},
  year         = {2014},
  url          = {https://hdl.handle.net/11511/23288},
  timestamp    = {Fri, 17 May 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/basesearch/Cilden14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mates/CildenP14,
  author       = {Erkin {\c{C}}ilden and
                  Faruk Polat},
  editor       = {J{\"{o}}rg P. M{\"{u}}ller and
                  Michael Weyrich and
                  Ana L. C. Bazzan},
  title        = {Employing Automatic Temporal Abstractions to Accelerate Utile Suffix
                  Memory Algorithm},
  booktitle    = {Multiagent System Technologies - 12th German Conference, {MATES} 2014,
                  Stuttgart, Germany, September 23-25, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8732},
  pages        = {156--169},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-11584-9\_11},
  doi          = {10.1007/978-3-319-11584-9\_11},
  timestamp    = {Tue, 14 May 2019 10:00:54 +0200},
  biburl       = {https://dblp.org/rec/conf/mates/CildenP14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ictai/CildenP13,
  author       = {Erkin {\c{C}}ilden and
                  Faruk Polat},
  title        = {Generating Memoryless Policies Faster Using Automatic Temporal Abstractions
                  for Reinforcement Learning with Hidden State},
  booktitle    = {25th {IEEE} International Conference on Tools with Artificial Intelligence,
                  {ICTAI} 2013, Herndon, VA, USA, November 4-6, 2013},
  pages        = {719--726},
  publisher    = {{IEEE} Computer Society},
  year         = {2013},
  url          = {https://doi.org/10.1109/ICTAI.2013.111},
  doi          = {10.1109/ICTAI.2013.111},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ictai/CildenP13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iat/CildenP12,
  author       = {Erkin {\c{C}}ilden and
                  Faruk Polat},
  title        = {Abstraction in Model Based Partially Observable Reinforcement Learning
                  Using Extended Sequence Trees},
  booktitle    = {2012 {IEEE/WIC/ACM} International Conferences on Intelligent Agent
                  Technology, {IAT} 2012, Macau, China, December 4-7, 2012},
  pages        = {348--355},
  publisher    = {{IEEE} Computer Society},
  year         = {2012},
  url          = {https://doi.org/10.1109/WI-IAT.2012.161},
  doi          = {10.1109/WI-IAT.2012.161},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iat/CildenP12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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