Suleyman S. Kozat

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 34

Top Topics

Continuous Action

Reinforcement Learning

Policy Gradient

Residual Errors

Top Venues

Publications

Selim Firat Yilmaz, Furkan B. Mutlu, Ismail Balaban, Suleyman S. Kozat
TMD-NER: Turkish multi-domain named entity recognition for informal texts. Signal Image Video Process. 18 (3) (2024)
Mehmet Yigit Turali, Ali Taha Koç, Suleyman S. Kozat
Optimal stochastic gradient descent algorithm for filtering. Digit. Signal Process. 155 (2024)
Baturay Saglam, Furkan B. Mutlu, Dogan C. Cicek, Suleyman S. Kozat
Actor Prioritized Experience Replay (Abstract Reprint). AAAI (2024)
Arda Fazla, Mustafa E. Aydin, Suleyman S. Kozat
Time-Aware and Context-Sensitive Ensemble Learning for Sequential Data. IEEE Trans. Artif. Intell. 5 (5) (2024)
Baturay Saglam, Dogan Can Çiçek, Furkan Burak Mutlu, Suleyman S. Kozat
Mitigating Off-Policy Bias in Actor-Critic Methods with One-Step Q-learning: A Novel Correction Approach. Trans. Mach. Learn. Res. 2024 (2024)
Emirhan Ilhan, Ahmet B. Koc, Suleyman S. Kozat
Exploiting residual errors in nonlinear online prediction. Mach. Learn. 113 (9) (2024)
Arda Sarp Yenicesu, Furkan B. Mutlu, Suleyman S. Kozat, Ozgur S. Oguz
CUER: Corrected Uniform Experience Replay for Off-Policy Continuous Deep Reinforcement Learning Algorithms. CoRR (2024)
Mehmet Y. Turali, Mehmet E. Lorasdagi, Ali Taha Koç, Suleyman S. Kozat
AFS-BM: Enhancing Model Performance through Adaptive Feature Selection with Binary Masking. CoRR (2024)
Mehmet E. Lorasdagi, Mehmet Y. Turali, Ali Taha Koç, Suleyman S. Kozat
Binary Feature Mask Optimization for Feature Selection. CoRR (2024)
Baturay Saglam, Furkan B. Mutlu, Dogan C. Cicek, Suleyman S. Kozat
Actor Prioritized Experience Replay. J. Artif. Intell. Res. 78 (2023)
Emirhan Ilhan, Mehmet Y. Turali, Suleyman S. Kozat
Gradient Boosting With Moving-Average Terms for Nonlinear Sequential Regression. IEEE Signal Process. Lett. 30 (2023)
Aysin Tumay, Mustafa E. Aydin, Suleyman S. Kozat
Hierarchical Ensemble-Based Feature Selection for Time Series Forecasting. CoRR (2023)
Mustafa E. Aydin, Arda Fazla, Suleyman S. Kozat
Hybrid State Space-based Learning for Sequential Data Prediction with Joint Optimization. CoRR (2023)
Baturay Saglam, Doga Gürgünoglu, Suleyman S. Kozat
Deep Reinforcement Learning Based Joint Downlink Beamforming and RIS Configuration in RIS-Aided MU-MISO Systems Under Hardware Impairments and Imperfect CSI. ICC Workshops (2023)
Baturay Saglam, Suleyman S. Kozat
Deep intrinsically motivated exploration in continuous control. Mach. Learn. 112 (12) (2023)
Mustafa E. Aydin, Suleyman S. Kozat
A hybrid framework for sequential data prediction with end-to-end optimization. Digit. Signal Process. 129 (2022)
Baturay Saglam, Onat Dalmaz, Kaan Gonc, Suleyman S. Kozat
Improving the Performance of Batch-Constrained Reinforcement Learning in Continuous Action Domains via Generative Adversarial Networks. SIU (2022)
Kaan Gonc, Baturay Saglam, Suleyman S. Kozat, Hamdi Dibeklioglu
Face Inpainting with Pre-trained Image Transformers. SIU (2022)
Baturay Saglam, Doga Gurgunoglu, Suleyman S. Kozat
Deep Reinforcement Learning Based Joint Downlink Beamforming and RIS Configuration in RIS-aided MU-MISO Systems Under Hardware Impairments and Imperfect CSI. CoRR (2022)
Baturay Saglam, Dogan C. Cicek, Furkan B. Mutlu, Suleyman S. Kozat
Off-Policy Correction for Actor-Critic Algorithms in Deep Reinforcement Learning. CoRR (2022)
Baturay Saglam, Furkan B. Mutlu, Dogan C. Cicek, Suleyman S. Kozat
Actor Prioritized Experience Replay. CoRR (2022)
Baturay Saglam, Furkan B. Mutlu, Onat Dalmaz, Suleyman S. Kozat
Unified Intrinsically Motivated Exploration for Off-Policy Learning in Continuous Action Spaces. SIU (2022)
Baturay Saglam, Furkan B. Mutlu, Suleyman S. Kozat
An Optimistic Approach to the Temporal Difference Error in Off-Policy Actor-Critic Algorithms. SSCI (2022)
Baturay Saglam, Dogan C. Cicek, Furkan B. Mutlu, Suleyman S. Kozat
Safe and Robust Experience Sharing for Deterministic Policy Gradient Algorithms. CoRR (2022)
Baturay Saglam, Suleyman S. Kozat
Deep Intrinsically Motivated Exploration in Continuous Control. CoRR (2022)
Mustafa E. Aydin, Suleyman S. Kozat
A Hybrid Framework for Sequential Data Prediction with End-to-End Optimization. CoRR (2022)
Baturay Saglam, Furkan B. Mutlu, Kaan Gonc, Onat Dalmaz, Suleyman S. Kozat
An Intrinsic Motivation Based Artificial Goal Generation in On-Policy Continuous Control. SIU (2022)
Baturay Saglam, Enes Duran, Dogan C. Cicek, Furkan B. Mutlu, Suleyman S. Kozat
Estimation Error Correction in Deep Reinforcement Learning for Deterministic Actor-Critic Methods. CoRR (2021)
Dogan C. Cicek, Enes Duran, Baturay Saglam, Furkan B. Mutlu, Suleyman S. Kozat
Off-Policy Correction for Deep Deterministic Policy Gradient Algorithms via Batch Prioritized Experience Replay. ICTAI (2021)
Dogan C. Cicek, Enes Duran, Baturay Saglam, Kagan Kaya, Furkan B. Mutlu, Suleyman S. Kozat
AWD3: Dynamic Reduction of the Estimation Bias. CoRR (2021)
Baturay Saglam, Enes Duran, Dogan C. Cicek, Furkan B. Mutlu, Suleyman S. Kozat
Parameter-Free Deterministic Reduction of the Estimation Bias in Continuous Control. CoRR (2021)
Baturay Saglam, Enes Duran, Dogan C. Cicek, Furkan B. Mutlu, Suleyman S. Kozat
Estimation Error Correction in Deep Reinforcement Learning for Deterministic Actor-Critic Methods. ICTAI (2021)
Dogan C. Cicek, Enes Duran, Baturay Saglam, Kagan Kaya, Furkan B. Mutlu, Suleyman S. Kozat
AWD3: Dynamic Reduction of the Estimation Bias. ICTAI (2021)
Dogan C. Cicek, Enes Duran, Baturay Saglam, Furkan B. Mutlu, Suleyman S. Kozat
Off-Policy Correction for Deep Deterministic Policy Gradient Algorithms via Batch Prioritized Experience Replay. CoRR (2021)