Research

2026

1. arXiv

   

   Thinking with Looped Flows

   Ayhan Suleymanzade, Chanhyuk Lee, Floor Eijkelboom, and 3 more authors

   arXiv preprint arXiv:2609.11801, 2026

   Bib PDF Code Website

   @article{suleymanzade2026thinkingloopedflows,
     title = {Thinking with Looped Flows},
     author = {Suleymanzade, Ayhan and Lee, Chanhyuk and Eijkelboom, Floor and Boffi, Nicholas M. and Ceylan, İsmail İlkan and Kim, Jinwoo},
     year = {2026},
     journal = {arXiv preprint arXiv:2609.11801},
     eprint = {2609.11801},
     archiveprefix = {arXiv},
     primaryclass = {cs.LG},
     url = {https://arxiv.org/abs/2609.11801},
   }

2. NeurIPS 2026 Spotlight · top 1.3%

   

   MUX: Continuous Reasoning via Multiplexed Tokens

   Ayhan Suleymanzade, Halil Alperen Gozeten, Michael Bronstein, and 2 more authors

   Neural Information Processing Systems (NeurIPS), 2026

   Bib PDF Code Website

   @article{suleymanzade2026mux,
     title = {{MUX}: Continuous Reasoning via Multiplexed Tokens},
     author = {Suleymanzade, Ayhan and Gozeten, Halil Alperen and Bronstein, Michael and Ceylan, İsmail İlkan and Kim, Jinwoo},
     year = {2026},
     journal = {Advances in Neural Information Processing Systems},
     eprint = {2607.18264},
     archiveprefix = {arXiv},
     primaryclass = {cs.AI},
     url = {https://arxiv.org/abs/2607.18264},
   }

2025

1. ACL 2025 Oral · top 2.6%

   

   Diffusion Models Through a Global Lens: Are They Culturally Inclusive?

   Zahra Bayramli^*, Ayhan Suleymanzade^*, Na Min An, and 5 more authors

   Association for Computational Linguistics (ACL), 2025

   Bib PDF

   @inproceedings{bayramli2025diffusion,
     title = {Diffusion Models Through a Global Lens: Are They Culturally Inclusive?},
     author = {Bayramli, Zahra and Suleymanzade, Ayhan and An, Na Min and Ahmad, Huzama and Kim, Eunsu and Park, Junyeong and Thorne, James and Oh, Alice},
     booktitle = {Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)},
     pages = {31137--31155},
     year = {2025},
   }

2. ICLR 2025 Spotlight · top 5.1%

   

   Revisiting Random Walks for Learning on Graphs

   Jinwoo Kim, Olga Zaghen^*, Ayhan Suleymanzade^*, and 2 more authors

   International Conference on Learning Representations (ICLR), 2025

   Bib PDF Code

   @inproceedings{kim2025revisiting,
     title = {Revisiting Random Walks for Learning on Graphs},
     author = {Kim, Jinwoo and Zaghen, Olga and Suleymanzade, Ayhan and Ryou, Youngmin and Hong, Seunghoon},
     booktitle = {The Thirteenth International Conference on Learning Representations},
     year = {2025},
   }

2023

1. NeurIPS 2023 Spotlight · top 3.6%

   

   Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance

   Jinwoo Kim, Tien Dat Nguyen, Ayhan Suleymanzade, and 2 more authors

   Neural Information Processing Systems (NeurIPS), 2023

   Bib PDF Code

   @article{kim2023learning,
     title = {Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance},
     author = {Kim, Jinwoo and Nguyen, Tien Dat and Suleymanzade, Ayhan and An, Hyeokjun and Hong, Seunghoon},
     journal = {Advances in Neural Information Processing Systems},
     volume = {36},
     year = {2023},
   }