Efe Eren CeyaniI received my BS and MS degrees in Electrical and Electronics Engineering at Bilkent University, under the supervision of Prof. Sinan Gezici. I worked on various topics such as decision theory, machine learning, reinforcement learning, and Bayesian optimization. My current research interests include probability/information theory, wireless communications, and reinforcement learning. Aside from research, I am also interested in computer graphics, microcontrollers, and photography. |
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In ProgressQuantized Bayesian Optimization, Improved Privacy-Aware Encodings |
Selected Publications |
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Uncertainty-Aware Safety Propagation Critics for Safe Reinforcement LearningKutay Demiray*, Efe Eren Ceyani*, Özgür Salih Öğüz Transactions on Machine Learning Research (TMLR), 2026 website / paper An uncertainty-aware safety mechanism that exploits smoothness of the function similar to ones in Bayesian optimization in deep RL. |
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Transmission of Binary Sequences Over Gaussian Channels Under Privacy ConstraintsEfe Eren Ceyani, Ertan Kazıklı, Sinan Gezici IEEE WCNC, 2026 paper A privacy-utility trade-off framework for point-to-point AWGN communications. |
Other ProjectsThese include major projects and unpublished research work. |
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Robust Pareto Set Identification with Contaminated Bandit Feedbackpreprint 2024 arxiv A robust algorithm for multi-objective Pareto set identification under some adversarial setup. |
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Data-driven Autopilot for Fixed Wing UAVproject 2023 report A data-driven controller for attitude control and landing of a UAV using PPO RL algorithm. |
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Design and source code from Jon Barron's website |