Contact
Universitätsstraße 32
70569 Stuttgart
Germany
Room: 2.316
Office Hours
Just drop by my office. Or feel free to send me an email for scheduling an appointment.
Subject
Current Topics of Interest:
- Deep Neural Networks for Solving Partial Differential Equations (PDEs)
- Efficient Representation Learning for Modeling Dynamical Systems (e.g., PDEs)
- Physics-Informed Machine Learning (Neural Operators, PINNs, Graph Networks, etc)
- Machine Learning for Spatio-Temporal Modeling
- Transformer Models for Vision and Time-Series Data
- Neural Fields for Learning Physics (e.g., CROM)
- Generative Models for Computer Vision (Vision Transformers -- Swin, ViT)
- Graph Neural Networks for Simulations (MPNN, Meshgraphnets, etc)
- Transfer Learning for Fluid Mechanics
If you're interested in any of the above listed topics for your Bachelor's/Master's Thesis, or Research Project, please feel free to send me an email, attaching your current CV, up-to-date Transcript of Records, and a brief one paragraph motivation.
Trends in Integration of Vision and Language Research: A Survey of Tasks, Datasets, and Methods
Aditya Mogadala, Marimuthu Kalimuthu, Dietrich Klakow
JAIR 2021 [arXiv] [Bibtex]
ICPR 2021 [arXiv] [Bibtex]
ImageCLEF 2020 [arXiv] [Bibtex]
ACL 2019 [Bibtex]
Aditya Mogadala, Marimuthu Kalimuthu, Dietrich Klakow
JAIR 2021 [arXiv] [Bibtex]
Fusion Models for Improved Image Captioning
Marimuthu Kalimuthu, Aditya Mogadala, Marius Mosbach, Dietrich KlakowICPR 2021 [arXiv] [Bibtex]
A Competitive Deep Neural Network Approach for the ImageCLEFmed Caption 2020 Task
Marimuthu Kalimuthu, Fabrizio Nunnari, Daniel SonntagImageCLEF 2020 [arXiv] [Bibtex]
Incremental Domain Adaptation for Neural Machine Translation in Low-Resource Settings
Marimuthu Kalimuthu, Michael Barz, Daniel SonntagACL 2019 [Bibtex]
SS-2023
Seminar: Deep Learning in the Sciences. Co-organizer along with Mathias Niepert.
WS-2022/23
Seminar: Machine Learning in the Sciences. Co-organizer along with Mathias Niepert.
Course : Introduction to Artificial Intelligence. Teaching Assistant.