Abstraction in Model Based Partially Observable Reinforcement Learning Using Extended Sequence Trees. - Erkin Çilden; Faruk Polat (IAT, 2012)

Generating Memoryless Policies Faster Using Automatic Temporal Abstractions for Reinforcement Learning with Hidden State. - Erkin Çilden; Faruk Polat (ICTAI, 2013)

Employing Automatic Temporal Abstractions to Accelerate Utile Suffix Memory Algorithm. - Erkin Çilden; Faruk Polat (MATES, 2014)

Abstraction in reinforcement learning in partially observable environments ; Kısmi gözlemlenebilir ortamlar için pekiştirmeli öğrenmede soyutlama. - Erkin Çilden (2014)

Memory efficient factored abstraction for reinforcement learning. - Coskun Sahin; Erkin Çilden; Faruk Polat (CYBCONF, 2015)

Toward Generalization of Automated Temporal Abstraction to Partially Observable Reinforcement Learning. - Erkin Çilden; Faruk Polat (IEEE Trans. Cybern., 2015)

A History Tree Heuristic to Generate Better Initiation Sets for Options in Reinforcement Learning. - Alper Demir 002; Erkin Çilden; Faruk Polat (ECAI, 2016)

Local Roots: A Tree-Based Subgoal Discovery Method to Accelerate Reinforcement Learning. - Alper Demir 002; Erkin Çilden; Faruk Polat (ECML/PKDD (2), 2016)

Using Transitional Bottlenecks to Improve Learning in Nearest Sequence Memory Algorithm. - Hüseyin Aydin; Erkin Çilden; Faruk Polat (ICTAI, 2017)

A Concept Filtering Approach for Diverse Density to Discover Subgoals in Reinforcement Learning. - Alper Demir 002; Erkin Çilden; Faruk Polat (ICTAI, 2017)

A Generic Distributed Architecture to Integrate Simulated Participants with Modular Avionics. - Erkin Çilden; Emre Gultekin; Dogan Poyraz; M. Haluk Canberi (DS-RT, 2018)

Network packet loss sensitivity analysis for sympes codec. - Erhan Ceran; Erkin Çilden; Emre Gultekin; M. Haluk Canberi (SIU, 2018)

Landmark Based Reward Shaping in Reinforcement Learning with Hidden States. - Alper Demir 002; Erkin Çilden; Faruk Polat (AAMAS, 2019)

Compact Frequency Memory for Reinforcement Learning with Hidden States. - Hüseyin Aydin; Erkin Çilden; Faruk Polat (PRIMA, 2019)

A configurable gateway for DDS-HLA interoperability. - Muhammed Cagri Kaya; Alper Karamanlioglu; I. Çaglar Çetintas; Erkin Çilden; M. Haluk Canberi; Halit Oguztüzün (SummerSim, 2019)

A reference architecture for military simulations with experimentation and analysis features. - Gökçe Özkan; Erkin Çilden; Emre Gültekin; Ahmet Sezer; M. Haluk Canberi (SummerSim, 2019)

Generating Effective Initiation Sets for Subgoal-Driven options. - Alper Demir 002; Erkin Çilden; Faruk Polat (Adv. Complex Syst., 2019)

Automatic landmark discovery for learning agents under partial observability. - Alper Demir 002; Erkin Çilden; Faruk Polat (Knowl. Eng. Rev., 2019)

Using chains of bottleneck transitions to decompose and solve reinforcement learning tasks with hidden states. - Hüseyin Aydin; Erkin Çilden; Faruk Polat (Future Gener. Comput. Syst., 2022)

Landmark based guidance for reinforcement learning agents under partial observability. - Alper Demir 002; Erkin Çilden; Faruk Polat (Int. J. Mach. Learn. Cybern., 2023)

Correction: Landmark based guidance for reinforcement learning agents under partial observability. - Alper Demir 002; Erkin Çilden; Faruk Polat (Int. J. Mach. Learn. Cybern., 2023)

Faster MIL-based Subgoal Identification for Reinforcement Learning by Tuning Fewer Hyperparameters. - Saim Sunel; Erkin Çilden; Faruk Polat (ACM Trans. Auton. Adapt. Syst., 2024)