I am Co-founder and CTO of Liquid AI and
also a Research
Affilate at the Computer Science
and Artificial
Intelligence
Laboratory (CSAIL) at MIT working with Prof.
Daniela Rus.
I completed my PhD (2022) at the Institute of
Science and Technology
Austria (ISTA)
supervised by
Tom Henzinger.
Prior to my PhD, I
received my master
(2017) and bachelor (2016) degrees in Computer Science at
the Vienna University of Technology (TU
Wien).
Liquid AI is a research-driven company that builds a new generation of foundation models from
first
principles.
In my research role at MIT, I focus on developing robust and trustworthy machine
learning models. My
works have
been published in the journal Nature Machine Intelligence and at various ML/AI conferences,
including
NeurIPS, ICML,
ICLR, ICRA, and AAAI.
Together with my colleague Djordje Zikelic I received the 2023 Outstanding Scientific
Achievement Award at the Institute of Science and Technology Austria for our work on proving
safety
in stochastic machine learning systems.
With my colleague Ramin Hasani, I got the
Hyperion Research 2022 HPC Innovation Excellence Award for my work on Liquid neural and was
honored as
Outstanding Reviewer at ICRA 2021.
I co-lead the team that won the F1-Tenth -
Autonomous
Racing Grand Prix at IFAC 2020, and I received the Distinguished Young Alumni award at TU
Vienna in 2018 for my MS thesis.
Mathias Lechner, Lianhao Yin, Tim Seyde, Tsun-Hsuan Wang, Wei Xiao, Ramin Hasani, Joshua Rountree, Daniela Rus
Conference on Neural Information Processing Systems (NeurIPS) - Dataset and Benchmark Track, 2023
Đorđe Žikelić*, Mathias Lechner*, Abhinav Verma, Krishnendu Chatterjee, Thomas A Henzinger
Conference on Neural Information Processing Systems (NeurIPS), 2023
Alaa Maalouf, Murad Tukan, Noel Loo, Ramin Hasani, Mathias Lechner Daniela Rus
Conference on Neural Information Processing Systems (NeurIPS), 2023
Makram Chahine*, Ramin Hasani*, Patrick Kao*, Aaron Ray, Ryan Shubert, Mathias Lechner, Alexander Amini, Daniela Rus
Science Robotics, 2023
Noel Loo, Ramin Hasani, Mathias Lechner, Daniela Rus
International Conference on Machine Learning (ICML), 2023
Wei Xiao, Tsun-Hsuan Wang, Ramin Hasani, Mathias Lechner, Yutong Ban, Chuang Gan, Daniela Rus
International Conference on Machine Learning (ICML), 2023
Krishnendu Chatterjee, Thomas A Henzinger, Mathias Lechner, Đorđe Žikelić
International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS), 2023
Ramin Hasani*, Mathias Lechner*, Tsun-Hsuan Wang, Makram Chahine, Alexander Amini, Daniela Rus
International Conference on Learning Representations (ICLR) , 2023
Noam Buckman, Shiva Sreeram, Mathias Lechner, Yutong Ban, Ramin Hasani, Sertac Karaman, Daniela Rus
IEEE International Conference on Robotics and Automation (ICRA), 2023
Mathias Lechner, Alexander Amini, Daniela Rus, Thomas A. Henzinger
IEEE Robotics and Automation Letters (RA-L) , 2023
Mathias Lechner, Đorđe Žikelić, Krishnendu Chatterjee, Thomas A. Henzinger, Daniela Rus
AAAI Conference on Artificial Intelligence (AAAI) , 2023
Đorđe Žikelić*, Mathias Lechner*, Thomas A. Henzinger, Krishnendu Chatterjee
AAAI Conference on Artificial Intelligence (AAAI) , 2023
Ramin Hasani*, Mathias Lechner*, Alexander Amini, Lucas Liebenwein, Aaron Ray, Max Tschaikowski, Gerald Teschl, Daniela Rus
Nature Machine Intelligence, 2022
Mathias Lechner, Ramin Hasani, Sophie Neubauer, Philipp Neubauer, Daniela Rus
Has it Trained Yet? NeurIPS 2022 Workshop, 2022
Mathias Lechner, Ramin Hasani, Alexander Amini, Tsun-Hsuan Wang, Thomas A Henzinger, Daniela Rus
NeurIPS 2022 Machine Learning for Autonomous Driving Workshop (ML4AD), 2022
Mathias Lechner, Ramin Hasani
Memory in Artificial and Real Intelligence (MemARI) NeurIPS 2022 Workshop, 2022
Mathias Lechner*, Đorđe Žikelić*, Krishnendu Chatterjee, Thomas A. Henzinger
Conference on Neural Information Processing Systems (NeurIPS), 2021
Charles J Vorbach*, Ramin Hasani*, Alexander Amini, Mathias Lechner, Daniela Rus
Conference on Neural Information Processing Systems (NeurIPS), 2021
Zahra Babaiee, Ramin Hasani, Mathias Lechner, Daniela Rus, Radu Grosu
International Conference on Machine Learning (ICML), 2021
Mathias Lechner, Ramin Hasani, Radu Grosu, Daniela Rus, Thomas A. Henzinger
IEEE International Conference on Robotics and Automation (ICRA), 2021
Thomas A. Henzinger*, Mathias Lechner*, and Djordje Zikelic* (alphabetical)
AAAI Conference on Artificial Intelligence (AAAI) , 2021
Ramin Hasani*, Mathias Lechner*, Alexander Amini, Daniela Rus, and Radu Grosu
AAAI Conference on Artificial Intelligence (AAAI) , 2021
Sophie Grünbacher, Ramin Hasani, Mathias Lechner, Jacek Cyranka, Scott A. Smolka, and Radu Grosu
AAAI Conference on Artificial Intelligence (AAAI) , 2021
Mathias Lechner*, Ramin Hasani*, Alexander Amini, Thomas A. Henzinger, Daniela Rus, and Radu Grosu
Nature Machine Intelligence, 2020
Ramin Hasani*, Mathias Lechner*, Alexander Amini, Daniela Rus, and Radu Grosu
International Conference on Machine Learning (ICML), 2020
Mathias Lechner
International Conference on Learning Representations (ICLR), 2020
Marek Baranowski, Shaobo He, Mathias Lechner, Thanh Son Nguyen, and Zvonimir Rakamaric
International Joint Conference on Automated Reasoning (IJCAR), 2020
Mathias Lechner*, Ramin Hasani*, Daniela Rus, and Radu Grosu
IEEE International Conference on Robotics and Automation (ICRA), 2020
Mirco Giacobbe*, Thomas A. Henzinger*, and Mathias Lechner* (alphabetical)
International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS), 2020
Sophie Gruenbacher, Jacek Cyranka, Mathias Lechner, Md. Ariful Islam, Scott Smolka, and Radu Grosu
IEEE Conference on Decision and Control (CDC), 2020
Ramin Hasani*, Alexander Amini*, Mathias Lechner, Felix Naser, Radu Grosu, and Daniela Rus
International Joint Conference on Neural Networks (IJCNN), 2019
Mathias Lechner*, Ramin Hasani*, Manuel Zimmer, Thomas A. Henzinger, and Radu Grosu
IEEE International Conference on Robotics and Automation (ICRA), 2019