Curriculum Vitae
A short version of my CV. For the full version please check out the PDF linked on the right.
General Information
Full Name | Theresa Eimer |
Date of Birth | 17.11.1993 |
Languages | English, German |
Research Interests & Selected Associated Publications
-
Automated Machine Learning and Reinforcement Learning
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Generalization in Reinforcement Learning
-
Dynamic Algorithm Configuration
Experience
- 09.2022-02.2023
Research Intern
Meta AI London
- Generalization through Natural Language in Reinforcement Learning
- Hosted by Roberta Raileanu
- 2020-now
Scientific Researcher / Team Lead Reinforcement Learning
Insititute of AI, Leibniz University Hannover
- Researching Dynamic Configuration of RL algorithms for better performance and generalization
- Supervised by Prof. Dr. Marius Lindauer
Education
- 2020-2024
Dr. rer. nat. (PhD)
Leibniz University Hannover
- Graded "summa cum laude" (highest distinction)
- Thesis "Reinforcing Automated Machine Learning - Briding Reinforcement Learning and AutoML"
- Supervised by Prof. Dr. Marius Lindauer
- 2016-2019
MSc. Computer Science
Albert-Ludwig University Freiburg
- Final Grade 1.7
- Thesis "Improved Meta-Learning for Dynamic Algorithm Configuration" (Grade 1.0 - best possible grade)
- Supervised by Prof. Dr. Frank Hutter
- 2013-2016
BSc. Computer Science
University of Hamburg
- Final Grade 1.5
- Thesis "On Thue Numbers" (Grade 1.0 - best possible grade)
- Supervised by Dr. Frank Heitmann
Community Involvement
- 2024
AutoRL Workshop @ ICML
Organizer
- Organizing the first AutoRL Workshop at ICML 2024
- since 2023
Computer Science Diversity Committee
Deputy Member
- Promoting diversity in the Computer Science faculty
- 2022
DAC4AutoML Competition
Lead Organizer
- Part of AutoML Conf 2022
- Competition on Dynamic Configuration for Supervised Learning and Reinforcement Learning
- 2022 & 2024
AutoML Conf
Diversity Chair
Selected Talks and Presentations
- 5.2024
Automating Reinforcement Learning - Hyperparameter & Beyond
InstaDeep
- Summarizing HPO in RL so far as well as future perspectives
- Invited Talk - Recording
- 9.2023
Automating Reinforcement Learning
Future of AI Summit
- Invited by the Alexander von Humboldt foundation as one of 19 young researchers
- Poster presentation on my vision for AutoRL
- 6.2023
Challenges for Hyperparameter Optimization in Reinforcement Learning
AutoML Seminar Series
- On understanding AutoRL through an AutoML Lens
- Invited Talk - Slides
- 5.2023
Dynamic Algorithm Configuration
AI Grid Science Slam
- Science Communication Format for general audiences - 2nd place in audience voting
- Invited Contribution - Video
- 7.2022
Dynamic Algorithm Configuration for AutoML
KompAKI Seminar Series
- DAC as an extension of common AutoML paradigms
- Invited Talk - Slides