Nature-Inspired Machine Learning (NIMI)
PhD Supervisor
Nature-Inspired Machine Learning (NIMI)
Principal Scientist, Amazon AGI (Artificial General Intelligence)
Honorary Professor at TU Dresden
Member of InfAI
2025
Amouzouvi, Kossi; Chudasama, Yashrajsinh; Purohit, Disha; Rivas, Ariam; Song, Bowen; Lehmann, Jens; Vahdati, Sahar; Vidal, Maria-Esther
SimE: A Knowledge Graph Embedding Model to Encode Self-Similar Structures Through Algebraic and Geometric Transformations Journal Article
In: IEEE Access, vol. 13, pp. 74701–74719, 2025.
BibTeX | Links:
@article{DBLP:journals/access/AmouzouviCPRSLVV25,
title = {SimE: A Knowledge Graph Embedding Model to Encode Self-Similar Structures
Through Algebraic and Geometric Transformations},
author = {Kossi Amouzouvi and Yashrajsinh Chudasama and Disha Purohit and Ariam Rivas and Bowen Song and Jens Lehmann and Sahar Vahdati and Maria-Esther Vidal},
url = {https://doi.org/10.1109/ACCESS.2025.3564130},
doi = {10.1109/ACCESS.2025.3564130},
year = {2025},
date = {2025-01-01},
journal = {IEEE Access},
volume = {13},
pages = {74701–74719},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Jurkschat, Lena; Gattogi, Preetam; Vahdati, Sahar; Lehmann, Jens
BALI - A Benchmark for Accelerated Language Model Inference Journal Article
In: IEEE Access, vol. 13, pp. 98976–98989, 2025.
BibTeX | Links:
@article{DBLP:journals/access/JurkschatGVL25,
title = {BALI - A Benchmark for Accelerated Language Model Inference},
author = {Lena Jurkschat and Preetam Gattogi and Sahar Vahdati and Jens Lehmann},
url = {https://doi.org/10.1109/ACCESS.2025.3576898},
doi = {10.1109/ACCESS.2025.3576898},
year = {2025},
date = {2025-01-01},
journal = {IEEE Access},
volume = {13},
pages = {98976–98989},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Dudhe, Prathmesh; Li, Jason; Yousuf, Muhammad Hamza; Lehmann, Jens; Vahdati, Sahar
ICU Mechanical Ventilation Data Imputation Proceedings Article
In: Maglogiannis, Ilias; Iliadis, Lazaros S.; Andreou, Andreas; Papaleonidas, Antonios (Ed.): Artificial Intelligence Applications and Innovations - 21st IFIP WG 12.5 International Conference, AIAI 2025, Limassol, Cyprus, June 26-29, 2025, Proceedings, Part III, pp. 140–154, Springer, 2025.
BibTeX | Links:
@inproceedings{DBLP:conf/aiai/DudheLY0V25,
title = {ICU Mechanical Ventilation Data Imputation},
author = {Prathmesh Dudhe and Jason Li and Muhammad Hamza Yousuf and Jens Lehmann and Sahar Vahdati},
editor = {Ilias Maglogiannis and Lazaros S. Iliadis and Andreas Andreou and Antonios Papaleonidas},
url = {https://doi.org/10.1007/978-3-031-96231-8_11},
doi = {10.1007/978-3-031-96231-8_11},
year = {2025},
date = {2025-01-01},
booktitle = {Artificial Intelligence Applications and Innovations - 21st IFIP
WG 12.5 International Conference, AIAI 2025, Limassol, Cyprus,
June 26-29, 2025, Proceedings, Part III},
volume = {757},
pages = {140–154},
publisher = {Springer},
series = {IFIP Advances in Information and Communication Technology},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Yousuf, Muhammad Hamza; Li, Jason; Vahdati, Sahar; Theilen, Raphael; Wittenstein, Jakob; Lehmann, Jens
IntelliLung: Advancing Safe Mechanical Ventilation using Offline RL with Hybrid Actions and Clinically Aligned Rewards Journal Article
In: CoRR, vol. abs/2506.14375, 2025.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2506-14375,
title = {IntelliLung: Advancing Safe Mechanical Ventilation using Offline RL
with Hybrid Actions and Clinically Aligned Rewards},
author = {Muhammad Hamza Yousuf and Jason Li and Sahar Vahdati and Raphael Theilen and Jakob Wittenstein and Jens Lehmann},
url = {https://doi.org/10.48550/arXiv.2506.14375},
doi = {10.48550/ARXIV.2506.14375},
year = {2025},
date = {2025-01-01},
journal = {CoRR},
volume = {abs/2506.14375},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2024
Amouzouvi, Kossi; Vahdati, Sahar; Song, Bowen; Bainson, Bernard O.; Nishat, Nur A. Zarin; Lehmann, Jens
A Study of LFT Embeddings in the Second Order Clifford Algebra Cl(R(^2),º) Journal Article
In: IEEE Access, vol. 12, pp. 187741–187755, 2024.
BibTeX | Links:
@article{DBLP:journals/access/AmouzouviVSBNL24,
title = {A Study of LFT Embeddings in the Second Order Clifford Algebra Cl(R(^2),º)},
author = {Kossi Amouzouvi and Sahar Vahdati and Bowen Song and Bernard O. Bainson and Nur A. Zarin Nishat and Jens Lehmann},
url = {https://doi.org/10.1109/ACCESS.2024.3514303},
doi = {10.1109/ACCESS.2024.3514303},
year = {2024},
date = {2024-01-01},
journal = {IEEE Access},
volume = {12},
pages = {187741–187755},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Prof. Dr. Jens Lehmann
PhD Supervisor
Nature-Inspired Machine Learning (NIMI)
Principal Scientist, Amazon AGI (Artificial General Intelligence)
Honorary Professor at TU Dresden
Member of InfAI
2025
Amouzouvi, Kossi; Chudasama, Yashrajsinh; Purohit, Disha; Rivas, Ariam; Song, Bowen; Lehmann, Jens; Vahdati, Sahar; Vidal, Maria-Esther
SimE: A Knowledge Graph Embedding Model to Encode Self-Similar Structures Through Algebraic and Geometric Transformations Journal Article
In: IEEE Access, vol. 13, pp. 74701–74719, 2025.
BibTeX | Links:
@article{DBLP:journals/access/AmouzouviCPRSLVV25,
title = {SimE: A Knowledge Graph Embedding Model to Encode Self-Similar Structures
Through Algebraic and Geometric Transformations},
author = {Kossi Amouzouvi and Yashrajsinh Chudasama and Disha Purohit and Ariam Rivas and Bowen Song and Jens Lehmann and Sahar Vahdati and Maria-Esther Vidal},
url = {https://doi.org/10.1109/ACCESS.2025.3564130},
doi = {10.1109/ACCESS.2025.3564130},
year = {2025},
date = {2025-01-01},
journal = {IEEE Access},
volume = {13},
pages = {74701–74719},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Jurkschat, Lena; Gattogi, Preetam; Vahdati, Sahar; Lehmann, Jens
BALI - A Benchmark for Accelerated Language Model Inference Journal Article
In: IEEE Access, vol. 13, pp. 98976–98989, 2025.
BibTeX | Links:
@article{DBLP:journals/access/JurkschatGVL25,
title = {BALI - A Benchmark for Accelerated Language Model Inference},
author = {Lena Jurkschat and Preetam Gattogi and Sahar Vahdati and Jens Lehmann},
url = {https://doi.org/10.1109/ACCESS.2025.3576898},
doi = {10.1109/ACCESS.2025.3576898},
year = {2025},
date = {2025-01-01},
journal = {IEEE Access},
volume = {13},
pages = {98976–98989},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Dudhe, Prathmesh; Li, Jason; Yousuf, Muhammad Hamza; Lehmann, Jens; Vahdati, Sahar
ICU Mechanical Ventilation Data Imputation Proceedings Article
In: Maglogiannis, Ilias; Iliadis, Lazaros S.; Andreou, Andreas; Papaleonidas, Antonios (Ed.): Artificial Intelligence Applications and Innovations - 21st IFIP WG 12.5 International Conference, AIAI 2025, Limassol, Cyprus, June 26-29, 2025, Proceedings, Part III, pp. 140–154, Springer, 2025.
BibTeX | Links:
@inproceedings{DBLP:conf/aiai/DudheLY0V25,
title = {ICU Mechanical Ventilation Data Imputation},
author = {Prathmesh Dudhe and Jason Li and Muhammad Hamza Yousuf and Jens Lehmann and Sahar Vahdati},
editor = {Ilias Maglogiannis and Lazaros S. Iliadis and Andreas Andreou and Antonios Papaleonidas},
url = {https://doi.org/10.1007/978-3-031-96231-8_11},
doi = {10.1007/978-3-031-96231-8_11},
year = {2025},
date = {2025-01-01},
booktitle = {Artificial Intelligence Applications and Innovations - 21st IFIP
WG 12.5 International Conference, AIAI 2025, Limassol, Cyprus,
June 26-29, 2025, Proceedings, Part III},
volume = {757},
pages = {140–154},
publisher = {Springer},
series = {IFIP Advances in Information and Communication Technology},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Yousuf, Muhammad Hamza; Li, Jason; Vahdati, Sahar; Theilen, Raphael; Wittenstein, Jakob; Lehmann, Jens
IntelliLung: Advancing Safe Mechanical Ventilation using Offline RL with Hybrid Actions and Clinically Aligned Rewards Journal Article
In: CoRR, vol. abs/2506.14375, 2025.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2506-14375,
title = {IntelliLung: Advancing Safe Mechanical Ventilation using Offline RL
with Hybrid Actions and Clinically Aligned Rewards},
author = {Muhammad Hamza Yousuf and Jason Li and Sahar Vahdati and Raphael Theilen and Jakob Wittenstein and Jens Lehmann},
url = {https://doi.org/10.48550/arXiv.2506.14375},
doi = {10.48550/ARXIV.2506.14375},
year = {2025},
date = {2025-01-01},
journal = {CoRR},
volume = {abs/2506.14375},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2024
Amouzouvi, Kossi; Vahdati, Sahar; Song, Bowen; Bainson, Bernard O.; Nishat, Nur A. Zarin; Lehmann, Jens
A Study of LFT Embeddings in the Second Order Clifford Algebra Cl(R(^2),º) Journal Article
In: IEEE Access, vol. 12, pp. 187741–187755, 2024.
BibTeX | Links:
@article{DBLP:journals/access/AmouzouviVSBNL24,
title = {A Study of LFT Embeddings in the Second Order Clifford Algebra Cl(R(^2),º)},
author = {Kossi Amouzouvi and Sahar Vahdati and Bowen Song and Bernard O. Bainson and Nur A. Zarin Nishat and Jens Lehmann},
url = {https://doi.org/10.1109/ACCESS.2024.3514303},
doi = {10.1109/ACCESS.2024.3514303},
year = {2024},
date = {2024-01-01},
journal = {IEEE Access},
volume = {12},
pages = {187741–187755},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Publications
PhD Supervisor
Nature-Inspired Machine Learning (NIMI)
Principal Scientist, Amazon AGI (Artificial General Intelligence)
Honorary Professor at TU Dresden
Member of InfAI
2025
Amouzouvi, Kossi; Chudasama, Yashrajsinh; Purohit, Disha; Rivas, Ariam; Song, Bowen; Lehmann, Jens; Vahdati, Sahar; Vidal, Maria-Esther
SimE: A Knowledge Graph Embedding Model to Encode Self-Similar Structures Through Algebraic and Geometric Transformations Journal Article
In: IEEE Access, vol. 13, pp. 74701–74719, 2025.
BibTeX | Links:
@article{DBLP:journals/access/AmouzouviCPRSLVV25,
title = {SimE: A Knowledge Graph Embedding Model to Encode Self-Similar Structures
Through Algebraic and Geometric Transformations},
author = {Kossi Amouzouvi and Yashrajsinh Chudasama and Disha Purohit and Ariam Rivas and Bowen Song and Jens Lehmann and Sahar Vahdati and Maria-Esther Vidal},
url = {https://doi.org/10.1109/ACCESS.2025.3564130},
doi = {10.1109/ACCESS.2025.3564130},
year = {2025},
date = {2025-01-01},
journal = {IEEE Access},
volume = {13},
pages = {74701–74719},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Jurkschat, Lena; Gattogi, Preetam; Vahdati, Sahar; Lehmann, Jens
BALI - A Benchmark for Accelerated Language Model Inference Journal Article
In: IEEE Access, vol. 13, pp. 98976–98989, 2025.
BibTeX | Links:
@article{DBLP:journals/access/JurkschatGVL25,
title = {BALI - A Benchmark for Accelerated Language Model Inference},
author = {Lena Jurkschat and Preetam Gattogi and Sahar Vahdati and Jens Lehmann},
url = {https://doi.org/10.1109/ACCESS.2025.3576898},
doi = {10.1109/ACCESS.2025.3576898},
year = {2025},
date = {2025-01-01},
journal = {IEEE Access},
volume = {13},
pages = {98976–98989},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Dudhe, Prathmesh; Li, Jason; Yousuf, Muhammad Hamza; Lehmann, Jens; Vahdati, Sahar
ICU Mechanical Ventilation Data Imputation Proceedings Article
In: Maglogiannis, Ilias; Iliadis, Lazaros S.; Andreou, Andreas; Papaleonidas, Antonios (Ed.): Artificial Intelligence Applications and Innovations - 21st IFIP WG 12.5 International Conference, AIAI 2025, Limassol, Cyprus, June 26-29, 2025, Proceedings, Part III, pp. 140–154, Springer, 2025.
BibTeX | Links:
@inproceedings{DBLP:conf/aiai/DudheLY0V25,
title = {ICU Mechanical Ventilation Data Imputation},
author = {Prathmesh Dudhe and Jason Li and Muhammad Hamza Yousuf and Jens Lehmann and Sahar Vahdati},
editor = {Ilias Maglogiannis and Lazaros S. Iliadis and Andreas Andreou and Antonios Papaleonidas},
url = {https://doi.org/10.1007/978-3-031-96231-8_11},
doi = {10.1007/978-3-031-96231-8_11},
year = {2025},
date = {2025-01-01},
booktitle = {Artificial Intelligence Applications and Innovations - 21st IFIP
WG 12.5 International Conference, AIAI 2025, Limassol, Cyprus,
June 26-29, 2025, Proceedings, Part III},
volume = {757},
pages = {140–154},
publisher = {Springer},
series = {IFIP Advances in Information and Communication Technology},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Yousuf, Muhammad Hamza; Li, Jason; Vahdati, Sahar; Theilen, Raphael; Wittenstein, Jakob; Lehmann, Jens
IntelliLung: Advancing Safe Mechanical Ventilation using Offline RL with Hybrid Actions and Clinically Aligned Rewards Journal Article
In: CoRR, vol. abs/2506.14375, 2025.
BibTeX | Links:
@article{DBLP:journals/corr/abs-2506-14375,
title = {IntelliLung: Advancing Safe Mechanical Ventilation using Offline RL
with Hybrid Actions and Clinically Aligned Rewards},
author = {Muhammad Hamza Yousuf and Jason Li and Sahar Vahdati and Raphael Theilen and Jakob Wittenstein and Jens Lehmann},
url = {https://doi.org/10.48550/arXiv.2506.14375},
doi = {10.48550/ARXIV.2506.14375},
year = {2025},
date = {2025-01-01},
journal = {CoRR},
volume = {abs/2506.14375},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2024
Amouzouvi, Kossi; Vahdati, Sahar; Song, Bowen; Bainson, Bernard O.; Nishat, Nur A. Zarin; Lehmann, Jens
A Study of LFT Embeddings in the Second Order Clifford Algebra Cl(R(^2),º) Journal Article
In: IEEE Access, vol. 12, pp. 187741–187755, 2024.
BibTeX | Links:
@article{DBLP:journals/access/AmouzouviVSBNL24,
title = {A Study of LFT Embeddings in the Second Order Clifford Algebra Cl(R(^2),º)},
author = {Kossi Amouzouvi and Sahar Vahdati and Bowen Song and Bernard O. Bainson and Nur A. Zarin Nishat and Jens Lehmann},
url = {https://doi.org/10.1109/ACCESS.2024.3514303},
doi = {10.1109/ACCESS.2024.3514303},
year = {2024},
date = {2024-01-01},
journal = {IEEE Access},
volume = {12},
pages = {187741–187755},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
