| 2026 | ICAART | Evaluation of Task Assignment Strategies for Capacitated Multi-Agent Pickup and Delivery in Automated Sortation Systems. | Evren ilden, Faruk Polat |
| 2025 | ICTAI | External Visual Memory with Autoencoder-Based Intrinsic Motivation for Reinforcement Learning Under Partial Observability. | Burak Han Demirbilek, Alper Demir, Faruk Polat |
| 2022 | ICAART | LIMP: Incremental Multi-agent Path Planning with LPA. | Mcahit Alkan Yorganci, Fatih Semiz, Faruk Polat |
| 2022 | PAAMS | Multiagent Pickup and Delivery for Capacitated Agents. | Evren ilden, Faruk Polat |
| 2019 | PRIMA | Compact Frequency Memory for Reinforcement Learning with Hidden States. | Hseyin Aydin, Erkin ilden, Faruk Polat |
| 2017 | ICTAI | Using Transitional Bottlenecks to Improve Learning in Nearest Sequence Memory Algorithm. | Hseyin Aydin, Erkin ilden, Faruk Polat |
| 2017 | ICTAI | A Concept Filtering Approach for Diverse Density to Discover Subgoals in Reinforcement Learning. | Alper Demir, Erkin ilden, Faruk Polat |
| 2016 | ECAI | A History Tree Heuristic to Generate Better Initiation Sets for Options in Reinforcement Learning. | Alper Demir, Erkin ilden, Faruk Polat |
| 2014 | KDD | Contextual Feature Analysis to Improve Link Prediction for Location Based Social Networks. | Ahmet Engin Bayrak, Faruk Polat |
| 2013 | IJCAI | Employing Batch Reinforcement Learning to Control Gene Regulation Without Explicitly Constructing Gene Regulatory Networks. | Utku Sirin, Faruk Polat, Reda Alhajj |
| 2013 | ICTAI | Generating Memoryless Policies Faster Using Automatic Temporal Abstractions for Reinforcement Learning with Hidden State. | Erkin ilden, Faruk Polat |
| 2012 | ICMLA | Effective Enrichment of Gene Expression Data Sets. | Utku Sirin, Utku Erdogdu, Mehmet Tan, Faruk Polat, Reda Alhajj |
| 2012 | ICTAI | Partially Observable Gene Regulatory Network Control without a Boundary on Horizon. | Utku Erdogdu, Faruk Polat, Reda Alhajj |
| 2010 | IRI | The power of genetic algorithm in automated assessment of school readiness. | Iyad Suleiman, Tamer Salman, Shang Gao, Faruk Polat, Maha Arslan, Reda Alhajj, Mick J. Ridley |
| 2008 | BIBE | Large-scale approximate intervention strategies for Probabilistic Boolean Networks as models of gene regulation. | Mehmet Tan, Reda Alhajj, Faruk Polat |
| 2008 | CIBCB | Combining multiple types of biological data in constraint-based learning of gene regulatory networks. | Mehmet Tan, Mohammed Al-Shalalfa, Reda Alhajj, Faruk Polat |
| 2007 | BIBE | Feature Reduction for Gene Regulatory Network Control. | Mehmet Tan, Faruk Polat, Reda Alhajj |
| 2007 | IJCAI | State Similarity Based Approach for Improving Performance in RL. | Sertan Girgin, Faruk Polat, Reda Alhajj |
| 2007 | PRIMA | Real-Time Moving Target Search. | Cagatay Undeger, Faruk Polat |
| 2006 | BIBE | Optimal Multi-Objective Control Method for Discrete Genetic Regulatory Networks. | Osman Abul, Reda Alhajj, Faruk Polat |
| 2006 | ECAI | Learning by Automatic Option Discovery from Conditionally Terminating Sequences. | Sertan Girgin, Faruk Polat, Reda Alhajj |
| 2006 | IDEAL | Effectiveness of Considering State Similarity for Reinforcement Learning. | Sertan Girgin, Faruk Polat, Reda Alhajj |
| 2004 | BIBE | Markov Decision Processes Based Optimal Control Policies for Probabilistic Boolean Network. | Osman Abul, Reda Alhajj, Faruk Polat |
| 2004 | SAC | Finding differentially expressed genes: pattern generation using Q-values. | Osman Abul, Reda Alhajj, Faruk Polat, Ken Barker |
| 2003 | SMC | Cluster validity analysis using subsampling. | Osman Abul, Anthony Chiu Wa Lo, Reda Alhajj, Faruk Polat, Ken Barker |
| 2002 | DEXA | Efficient Automated Mining of Fuzzy Association Rules. | Mehmet Kaya, Reda Alhajj, Faruk Polat, Ahmet Arslan |
| 2001 | SAC | Transferring database contents from a conventional information systemto a corresponding existing object oriented information system. | Reda Alhajj, Faruk Polat |
| 2000 | ICTAI | Function approximation based multi-agent reinforcement learning. | Osman Abul, Faruk Polat, Reda Alhajj |
| 2000 | SMC | Employing multi-agents to identify touching of adjacent digits in handwritten Hindi numerals. | Reda Alhajj, Faruk Polat, Ashraf Elnagar |
| 2000 | SAC | Maximizing Reuseability: Seeking Appropriate Positions for Derived Classes Within the Class Hierarchy. | Reda Alhajj, Faruk Polat |
| 1996 | DEXA | View Maintenance in Object-Oriented Databases. | Reda Alhajj, Faruk Polat |
| 1994 | CIKM | Closure Maintenance in An Object-Oriented Query Model. | Reda Alhajj, Faruk Polat |