Publications
You can also find my articles on my Google Scholar profile.
Research
- O Vinyals, I Babuschkin, WM Czarnecki, M Mathieu, A Dudzik, J Chung, …, Grandmaster level in StarCraft II using multi-agent reinforcement learning
nature 575 (7782), 350-354 2019 - O Vinyals, I Babuschkin, J Chung, M Mathieu, M Jaderberg, …, Alphastar: Mastering the real-time strategy game starcraft II DeepMind blog 2, 20 2019
- J Abramson, A Ahuja, I Barr, A Brussee, F Carnevale, M Cassin, …, Imitating interactive intelligence arXiv:2012.05672 2020 PDF
- AJ Dudzik, P Veličković, Graph neural networks are dynamic programmers
Advances in neural information processing systems 35, 20635-20647 2022 PDF - B Gavranović, P Lessard, A Dudzik, T von Glehn, JGM Araújo, …, Categorical deep learning: An algebraic theory of architectures arXiv:2402.15332 2024
- W Bounsi, B Ibarz, A Dudzik, JB Hamrick, L Markeeva, A Vitvitskyi, …, Transformers meet Neural Algorithmic Reasoners arXiv:2406.09308 2024
- B Gavranović, P Lessard, AJ Dudzik, T von Glehn, JGM Araújo, …, Position: Categorical Deep Learning is an Algebraic Theory of All Architectures
Forty-first International Conference on Machine Learning 2024 PDF - B Ibarz, V Kurin, G Papamakarios, K Nikiforou, M Bennani, R Csordás, …, A generalist neural algorithmic learner Learning on graphs conference, 2: 1-2: 23 2022 PDF
- AJ Dudzik, T von Glehn, R Pascanu, P Veličković, Asynchronous algorithmic alignment with cocycles Learning on Graphs Conference, 3: 1-3: 17 2024 PDF
- P Monteagudo-Lago, A Rosinski, AJ Dudzik, P Veličković, Asynchrony Invariance Loss Functions for Graph Neural Networks ICML 2024 Workshop on Geometry-grounded Representation Learning and Generative Modeling 2024 PDF
- D Cartwright, A Dudzik, M Manjunath, Y Yao, Embeddings and immersions of tropical curves Collectanea mathematica 67, 1-19 2016
PhD Thesis
- A Dudzik , Quantales and hyperstructures: Monads, mo’problems arXiv:1707.09227 2017 PDF
- AJ Dudzik, Quantales and hyperstructures University of California, Berkeley 2016
Other
- A Dudzik, Tannaka-Krein Duality for Finite Groups 2011