Welcome to my page! I am an avid mathematician and computer scientist, with industrial experience in R&D, and passion for solving real world problems. Currently I am a postdoc at TU Delft, in Frans Oliehoek's group, on dynamical and game-theoretic aspects of multi-agent learning. In the past I worked on variety of topics, ranging from theoretical research on differential equations (at Jagiellonian University, with Piotr Zgliczyński), to real time optimal traffic management and integration with automated vehicles (at Dynniq B.V.). If you would like to talk about any of these topics, do not hesitate to contact me!
News (from 2022):
Influence-aware Memory Architectures for Deep Reinforcement Learning, with Miguel Suau and the Influence group, to appear in Neural Computing and Applications.
AAMAS 2022 best paper runner up award for Poincaré-Bendixson Limit Sets in Multi-Agent Learning, with Georgios Piliouras.
Multi Robot Surveillance and Planning in Limited Communication Environments -- my student's Vibhav Kedege MSc thesis, accepted at ICAART 2022. Congrats Vibhav! Work done in collaboration with a robotic subsidiary of Almende B.V.
Old stuff (selection):
Constraint propagation and reverse multi-agent learning, an invited contribution to COMARL AAAI 2021 workshop.
Horizon 2020 MAVEN project on communication and coordination of intelligent infrastructure and vehicles (together with Dynniq, DLR, Hyundai, TomTom, Czech Technical University, and others) concluded! Glad to have been part of this project, pushing our transportation into the future. Check out our paper Cooperative queue data for adaptive traffic control at the ITS World Congress, Copenhagen, 2018.
I mentored the Hack the Road hackathon at the circuit of Zandvoort, a fantastic event with many talented young people.
Papers from PhD at Jagiellonian University, with Piotr Zgliczyński on computer assisted proofs have been published: Existence of periodic solutions of the FitzHugh-Nagumo equations for an explicit range of the small parameter in SIADS, Rigorous numerics for PDEs with indefinite tail: existence of a periodic solution of the Boussinesq equation with time-dependent forcing in Schedae Informaticae
a.t.czechowski [at] tudelft.nl