publications

2025

  1. NIL.jpg
    NIL: No-data Imitation Learning by Leveraging Pre-trained Video Diffusion Models
    Mert Albaba, Chenhao Li, Markos Diomataris, and 3 more authors
    arXiv preprint arXiv:2503.10626, 2025
    arXiv Website
  2. GCTTT.png
    Test-time Offline Reinforcement Learning on Goal-related Experience
    Marco Bagatella *, Mert Albaba *, Jonas Hübotter, and 2 more authors
    arXiv preprint arXiv:2507.18809, 2025
    arXiv Website
  3. CLOPS.png
    Moving by Looking: Towards Vision-Driven Avatar Motion Generation
    Markos Diomataris, Berat Mert Albaba, Giorgio Becherini, and 3 more authors
    arXiv preprint arXiv:2509.19259, 2025
    arXiv Website
  4. RILe.jpg
    RILe: Reinforced Imitation Learning
    Mert Albaba, Sammy Christen, Thomas Langarek, and 3 more authors
    arXiv preprint arXiv:2406.08472, 2025
    arXiv Website

2024

  1. marlui.png
    MARLUI: Multi-Agent Reinforcement Learning for Adaptive Point-and-Click UIs
    Thomas Langerak, Sammy Christen, Mert Albaba, and 3 more authors
    Proceedings of the ACM on Human-Computer Interaction, 2024
  2. gaze.png
    A Transformer-Based Model for the Prediction of Human Gaze Behavior on Videos
    Süleyman Özdel, Yao Rong, Berat Mert Albaba, and 3 more authors
    In Proceedings of the 2024 Symposium on Eye Tracking Research and Applications, 2024

2021

  1. 3duav.png
    A 3D game theoretical framework for the evaluation of unmanned aircraft systems airspace integration concepts
    Berat Mert Albaba, Negin Musavi, and Yildiray Yildiz
    Transportation Research Part C: Emerging Technologies, 2021
  2. driver.png
    Driver modeling through deep reinforcement learning and behavioral game theory
    Berat Mert Albaba, and Yildiray Yildiz
    IEEE Transactions on Control Systems Technology, 2021
  3. synet.png
    SyNet: An ensemble network for object detection in UAV images
    Berat Mert Albaba, and Sedat Ozer
    In 2020 25th International conference on pattern recognition (ICPR), 2021

2019

  1. stochastic.png
    Stochastic driver modeling and validation with traffic data
    Mert Albaba, Yildiray Yildiz, Nan Li, and 2 more authors
    In 2019 American Control Conference (ACC), 2019
  2. arc.png
    Modeling cyber-physical human systems via an interplay between reinforcement learning and game theory
    Berat Mert Albaba, and Yildiray Yildiz
    Annual Reviews in Control, 2019