Research

2026

1. AAAI 2026 Bridge

   Limits of Continuous Chain-of-Thought in Multi-Step and Multi-Chain Reasoning

   Ayhan Suleymanzade^*, Andreas Bergmeister^*, and Stefanie Jegelka

   AAAI 2026 Bridge on Logical and Symbolic Reasoning in Language Models, 2026

   Bib

   @article{suleymanzade2026limits,
     title = {Limits of Continuous Chain-of-Thought in Multi-Step and Multi-Chain Reasoning},
     author = {Suleymanzade, Ayhan and Bergmeister, Andreas and Jegelka, Stefanie},
     year = {2026},
     journal = {AAAI 2026 Bridge on Logical and Symbolic Reasoning in Language Models},
   }

2025

1. ACL 2025 Oral

   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

   @article{bayramli2025diffusionmodelsgloballens,
     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},
     year = {2025},
     journal = {Association for Computational Linguistics (ACL)},
     oral = {Oral},
   }

2. ICLR 2025 Spotlight

   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

   @article{kim2025revisitingrandomwalkslearning,
     title = {Revisiting Random Walks for Learning on Graphs},
     author = {Kim, Jinwoo and Zaghen, Olga and Suleymanzade, Ayhan and Ryou, Youngmin and Hong, Seunghoon},
     year = {2025},
     journal = {International Conference on Learning Representations (ICLR)},
     spotlight = {Spotlight},
   }

2023

1. NeurIPS 2023 Spotlight

   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

   @article{kimd2024learningprobabilisticsymmetrizationarchitecture,
     title = {Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance},
     author = {Kim, Jinwoo and Nguyen, Tien Dat and Suleymanzade, Ayhan and An, Hyeokjun and Hong, Seunghoon},
     year = {2023},
     journal = {Neural Information Processing Systems (NeurIPS)},
     spotlight = {Spotlight},
   }