Publications
EcoLLM: Energy-Aware Benchmarking of LLMs for Data Processing Workloads
Pratyush Agnihotri, Manisha Luthra, Carsten Binnig
In: Ninth International Workshop on Exploiting Artificial Intelligence Techniques for Data Management (aiDM'26) colocated with SIGMOD, pp. 1-10, 2026.
@inproceedings{agnihotri2026aiDM,
title = {EcoLLM: Energy-Aware Benchmarking of LLMs for Data Processing Workloads},
author = {Pratyush Agnihotri and Manisha Luthra and Carsten Binnig},
url = {https://doi.org/10.1145/3814940.3815324},
doi = {10.1145/3814940.3815324},
year = {2026},
date = {2026-01-01},
booktitle = {Ninth International Workshop on Exploiting Artificial Intelligence Techniques for Data Management (aiDM'26) colocated with SIGMOD},
pages = {1-10},
series = {SIGMOD Companion '26},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Kavitha Srinivas, Manisha Luthra, Selim Tekin
In: Companion of the International Conference on Management of Data, pp. 606–607, 2026.
@inproceedings{luthra2026aiDM,
title = {Ninth International Workshop on Exploiting Artificial Intelligence Techniques for Data Management (aiDM'26)},
author = {Kavitha Srinivas and Manisha Luthra and Selim Tekin},
url = {https://doi.org/10.1145/3788853.3802503},
doi = {10.1145/3788853.3802503},
year = {2026},
date = {2026-01-01},
booktitle = {Companion of the International Conference on Management of Data},
pages = {606–607},
series = {SIGMOD Companion '26},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Towards Multimodal Stream Processing Systems
Uélison Jean Lopes Santos, Alessandro Ferri, Szilard Nistor, Riccardo Tommasini, Carsten Binnig, Manisha Luthra
In: 29th International Conference on Extending Database Technology (EDBT) 2026, 2026.
@inproceedings{santos2025multimodalstreamprocessing,
title = {Towards Multimodal Stream Processing Systems},
author = {Uélison Jean Lopes Santos and Alessandro Ferri and Szilard Nistor and Riccardo Tommasini and Carsten Binnig and Manisha Luthra},
url = {https://arxiv.org/abs/2510.14631
https://www.openproceedings.org/2026/conf/edbt/paper-218.pdf},
year = {2026},
date = {2026-01-01},
urldate = {2026-01-01},
booktitle = {29th International Conference on Extending Database Technology (EDBT) 2026},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
IMPACT: Integrated Multimodal Pipeline for Rapid Accident Causality Tracking
Vashu Chauhan, Avinash Anand, Manisha Luthra, Uelison Santos, Carsten Binnig, Rajiv Ratn Shah
In: 40th Annual AAAI Conference on Artificial Intelligence 2026, 2026.
@inproceedings{chauhan2026accident,
title = {IMPACT: Integrated Multimodal Pipeline for Rapid Accident Causality Tracking},
author = {Vashu Chauhan and Avinash Anand and Manisha Luthra and Uelison Santos and Carsten Binnig and Rajiv Ratn Shah},
url = {https://ojs.aaai.org/index.php/AAAI/article/view/42198/46159},
year = {2026},
date = {2026-01-01},
urldate = {2026-01-01},
booktitle = {40th Annual AAAI Conference on Artificial Intelligence 2026},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
How Good are Learned Cost Models, Really? Insights from Query Optimization Tasks
Roman Heinrich, Manisha Luthra, Johannes Wehrstein, Harald Kornmayer, Carsten Binnig
In: Proceedings ACM Management of Data (SIGMOD), vol. 3, no. 3, 2025.
@article{heinrichsigmod2025,
title = {How Good are Learned Cost Models, Really? Insights from Query Optimization Tasks},
author = {Roman Heinrich and Manisha Luthra and Johannes Wehrstein and Harald Kornmayer and Carsten Binnig},
url = {https://doi.org/10.1145/3725309},
doi = {10.1145/3725309},
year = {2025},
date = {2025-06-01},
journal = {Proceedings ACM Management of Data (SIGMOD)},
volume = {3},
number = {3},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Learned Cost Models for Query Optimization: From Batch to Streaming Systems
Roman Heinrich, Xiao Li, Manisha Luthra, Zoi Kaoudi
In: Proceedings of the VLDB Endowment 2025, 2025.
@inproceedings{heinrich2025tutorial,
title = {Learned Cost Models for Query Optimization: From Batch to Streaming Systems},
author = {Roman Heinrich and Xiao Li and Manisha Luthra and Zoi Kaoudi},
url = {https://www.vldb.org/pvldb/vol18/p5482-li.pdf},
year = {2025},
date = {2025-01-01},
booktitle = {Proceedings of the VLDB Endowment 2025},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Dema: Efficient Decentralized Aggregation for Non-Decomposable Quantile Functions
Wang Yue, Martin Boissier, Manisha Luthra, Tilmann Rabl
In: 2025.
@article{yue2025dema,
title = {Dema: Efficient Decentralized Aggregation for Non-Decomposable Quantile Functions},
author = {Wang Yue and Martin Boissier and Manisha Luthra and Tilmann Rabl},
url = {https://openproceedings.org/2025/conf/edbt/paper-163.pdf},
year = {2025},
date = {2025-01-01},
booktitle = {International Conference on Extending Database Technology},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Opening the Black‑Box: Explaining Learned Cost Models for Databases
Roman Heinrich, Oleksandr Havrylov, Manisha Luthra, Johannes Wehrstein, Carsten Binnig
In: Proceedings of the VLDB Demonstrations 2025, 2025.
@inproceedings{heinrich2025demo,
title = {Opening the Black‑Box: Explaining Learned Cost Models for Databases},
author = {Roman Heinrich and Oleksandr Havrylov and Manisha Luthra and Johannes Wehrstein and Carsten Binnig},
url = {https://doi.org/10.14778/3750601.3750645, % doi = 10.14778/3750601.3750645},
year = {2025},
date = {2025-01-01},
booktitle = {Proceedings of the VLDB Demonstrations 2025},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Pratyush Agnihotri, Carsten Binnig, Manisha Luthra
In: In VLDB 2025 Workshop: Applied AI for Database Systems and Applications (AIDB 2025), 2025.
@inproceedings{agnihotri2025FS,
title = {Learning What Matters: Automated Feature Selection for Learned Performance Models in Parallel Stream Processing.},
author = {Pratyush Agnihotri and Carsten Binnig and Manisha Luthra},
url = {https://www.vldb.org/2025/Workshops/VLDB-Workshops-2025/AIDB/AIDB25_3.pdf},
year = {2025},
date = {2025-01-01},
booktitle = {In VLDB 2025 Workshop: Applied AI for Database Systems and Applications (AIDB 2025)},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Renata Borovica-Gajic, Manisha Luthra, Ryan Marcus
In: ACM SIGMOD/PODS International Conference on Management of Data 2025, 2025.
@inproceedings{luthra2025aidmworkshop,
title = {Eighth International Workshop on Exploiting Artificial Intelligence Techniques for Data Management (aiDM’25)},
author = {Renata Borovica-Gajic and Manisha Luthra and Ryan Marcus},
url = {http://www.aidm-conf.org/aidm_2025.html},
year = {2025},
date = {2025-01-01},
booktitle = {ACM SIGMOD/PODS International Conference on Management of Data 2025},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}