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publications
Papers and research outputs in physical AI, dynamical systems, and AI for science.
2026
ICML
Probing Newtonian Mechanics in Video Generative Models with Real Physical Systems
Antonios Tragoudaras, Daniil Cherniavskii, Chenyu Zhang, Antonios Vozikis, Thijmen Nijdam, Derck W. E. Prinzhorn, Mark Bodracska, Nicu Sebe, Andrii Zadaianchuk, and Efstratios Gavves
In International Conference on Machine Learning (ICML) , May 2026
@inproceedings{MorpheusBenchmark,title={Probing Newtonian Mechanics in Video Generative Models with Real Physical Systems},author={Tragoudaras, Antonios and Cherniavskii, Daniil and Zhang, Chenyu and Vozikis, Antonios and Nijdam, Thijmen and Prinzhorn, Derck W. E. and Bodracska, Mark and Sebe, Nicu and Zadaianchuk, Andrii and Gavves, Efstratios},booktitle={International Conference on Machine Learning (ICML)},year={2026},month=may,url={https://icml.cc/virtual/2026/poster/62609},}
Autoregressive Models for Knowledge Graph Generation
Thiviyan Thanapalasingam*, Antonios Vozikis*, Peter Bloem, and Paul Groth
@article{SequentialKGGeneration,title={Autoregressive Models for Knowledge Graph Generation},author={Thanapalasingam, Thiviyan and Vozikis, Antonios and Bloem, Peter and Groth, Paul},year={2026},month=feb,url={https://arxiv.org/abs/2602.06707},}
2025
Morpheus: Benchmarking Physical Reasoning of Video Generative Models with Real Physical Experiments
Chenyu Zhang, Daniil Cherniavskii, Andrii Zadaianchuk, Antonios Tragoudaras, Antonios Vozikis, Thijmen Nijdam, Derck W. E. Prinzhorn, Mark Bodracska, Nicu Sebe, and Efstratios Gavves
@article{MorpheusFramework,title={Morpheus: Benchmarking Physical Reasoning of Video Generative Models with Real Physical Experiments},author={Zhang, Chenyu and Cherniavskii, Daniil and Zadaianchuk, Andrii and Tragoudaras, Antonios and Vozikis, Antonios and Nijdam, Thijmen and Prinzhorn, Derck W. E. and Bodracska, Mark and Sebe, Nicu and Gavves, Efstratios},year={2025},month=apr,url={https://arxiv.org/abs/2504.02918},}
2024
ICML
Equivariant Diffusion for Molecule Generation in 3D using Consistency Models
M. Sedlacek*, A. Vozikis*, P. Bartak, L. Cadigan, and M. Guo
International Conference on Machine Learning (ICML), GRaM Workshop, Jul 2024
@article{EquivariantGeneration,title={Equivariant Diffusion for Molecule Generation in 3D using Consistency Models},author={Sedlacek, M. and Vozikis, A. and Bartak, P. and Cadigan, L. and Guo, M.},journal={International Conference on Machine Learning (ICML), GRaM Workshop},year={2024},month=jul,url={https://vozikis.github.io/blog/2024/equivariant_diffusion/},}