Research Projects

  • Solving Partially Observable Privacy Conflicts with Multi-Agent Reinforcement Learning: Aug, 2023 - Jul 2025
    Supported by the Scientific and Technological Research Council of Turkey(TUBITAK) through BIDEB 2219 International Postdoctoral Research Scholarship Program.
  • Program and Capacity Management System for Council of Higher Education (YÖK): Sep, 2018 - May, 2020
    Supported by the Scientific and Technological Research Council of Turkey(TUBITAK) under Grant No. 115G086.
  • A Stakeholder Oriented Intelligent System for Energy Retrofit: June, 2018 - Sep, 2018
    Supported by British Council and the Scientific and Technological Research Council of Turkey(TUBITAK)
    under Grant No. 217M519.
  • Subgoal Identification in Sequential Decision Making under Partial Observability: May, 2016 - May, 2018
    Supported by the Scientific and Technological Research Council of Turkey(TUBITAK) under Grant No. 215E250.

Publications

  • Erdogan E., Aydın, H., Dignum, F., Verbrugge, R., Yolum, P. "Mitigating Privacy Conflicts with Computational Theory of Mind", In AAMAS 2025, 24th International Conference on Autonomous Agents and Multiagent Systems,
    May 2025, Detroit, Michigan, USA.
  • Bal M. İ., Aydın H., İyigün C., Polat F., "Potential-based reward shaping using state–space segmentation for efficiency in reinforcement learning", Future Generation Computer Systems, Vol. 157, pp.469-484, August, 2024
  • Aydın H., "Assisting Users in Privacy Conflicts with Partially Observable Multi-Agent Reinforcement Learning",
    In HHAI 2024, 3rd International Conference on Hybrid Human Artificial Intelligence    , June, 2024, Malmo, Sweden
  • Bal M. İ., İyigün C., Polat F., Aydın H., "Population-based exploration in reinforcement learning through repulsive reward shaping using eligibility traces", Annals of Operations Research, January, 2024
  • Aydın H., Çilden E., Polat F., "Using chains of bottleneck transitions to decompose and solve Reinforcement Learning tasks with hidden states", Future Generation Computer Systems, Vol. 133, pp.153-168, August, 2022
  • Aydın H., Çilden E., Polat F., "Compact Frequency Memory for Reinforcement Learning with Hidden States", In PRIMA 2019, 22th International Conference on Principle and Practice of Multi-agent Systems, October, 2019,
    Torino, ITALY
  • Aydın H., Çilden E., Polat F., "Using Transitional Bottlenecks to Improve Learning in Nearest Sequence Memory Algorithm", In 29th International Conference on Tools with Artificial Intelligence, November, 2017, Boston, MA, USA.
  • Gençtürk M., Alpay E., Ertürkmen G. B. L., Doğaç A., Aydın H., “Self-Management of Patients with Severe Arthritis through a Personal Health System: the Turkish Case Study in the PALANTE Project” In eChallenges 2014 Conference, October, 2014, Belfast, IRELAND.