publications

1. CausScien

   CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data

   Sumantrak Mukherjee, Gerrit Grossmann, and Sebastian Vollmer

   In NeurIPS CausScien Workshop, 2025

   Workshop paper, 2025

   Bib

   @inproceedings{mukherjee2025clam,
     title = {CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data},
     author = {Mukherjee, Sumantrak and Grossmann, Gerrit and Vollmer, Sebastian},
     booktitle = {NeurIPS CausScien Workshop},
     year = {2025},
     note = {Workshop paper, 2025},
   }

2. DiffSys

   SQUID: A Bayesian Approach for Physics-Informed Event Modeling

   Sumantrak Mukherjee, Sebastian Vollmer, and Gerrit Grossmann

   In EurIPS DiffSys Workshop, 2025

   Workshop paper, 2025

   Bib

   @inproceedings{mukherjee2025squid,
     title = {SQUID: A Bayesian Approach for Physics-Informed Event Modeling},
     author = {Mukherjee, Sumantrak and Vollmer, Sebastian and Grossmann, Gerrit},
     booktitle = {EurIPS DiffSys Workshop},
     year = {2025},
     note = {Workshop paper, 2025},
   }

3. Preprint

   Co-Exploration and Co-Exploitation via Shared Structure in Multi-Task Bandits

   Sumantrak Mukherjee, Serafima Lebedeva, Valentin Margraf, and 7 more authors

   2025

   Preprint

   Bib

   @misc{mukherjee2025multitaskbandits,
     title = {Co-Exploration and Co-Exploitation via Shared Structure in Multi-Task Bandits},
     author = {Mukherjee, Sumantrak and Lebedeva, Serafima and Margraf, Valentin and Hanselle, Jonas and Yamaoka, Kanta and Bengs, Viktor and Bhalwankar, Raj and Neigel, Peter and Hullermeier, Eyke and Vollmer, Sebastian Josef},
     year = {2025},
     note = {Preprint},
   }

4. TMLR

   Neural Spatio Temporal Point Processes: Trends and Challenges

   Sumantrak Mukherjee, Mouad Elhamdi, George Mohler, and 4 more authors

   Transactions on Machine Learning Research, 2025

   2025

   Bib

   @article{mukherjee2025nstpp,
     title = {Neural Spatio Temporal Point Processes: Trends and Challenges},
     author = {Mukherjee, Sumantrak and Elhamdi, Mouad and Mohler, George and Selby, David A. and Xie, Yao and Vollmer, Sebastian and Grossmann, Gerrit},
     journal = {Transactions on Machine Learning Research},
     year = {2025},
     note = {2025},
   }

5. ICML

   X Hacking: The Threat of Misguided AutoML

   Rahul Sharma, Sumantrak Mukherjee, Sergey Redyuk, and 3 more authors

   In International Conference on Machine Learning, 2025

   2025

   Bib

   @inproceedings{sharma2025xhacking,
     title = {X Hacking: The Threat of Misguided AutoML},
     author = {Sharma, Rahul and Mukherjee, Sumantrak and Redyuk, Sergey and Sipka, Andrea and Vollmer, Sebastian and Selby, David A.},
     booktitle = {International Conference on Machine Learning},
     year = {2025},
     note = {2025},
   }

6. BDU

   Graph Agnostic Causal Bayesian Optimisation

   Sumantrak Mukherjee, Mengyan Zhang, Seth Flaxman, and 1 more author

   In NeurIPS BDU Workshop, 2024

   Workshop paper, 2024

   Bib

   @inproceedings{mukherjee2024gacbo,
     title = {Graph Agnostic Causal Bayesian Optimisation},
     author = {Mukherjee, Sumantrak and Zhang, Mengyan and Flaxman, Seth and Vollmer, Sebastian},
     booktitle = {NeurIPS BDU Workshop},
     year = {2024},
     note = {Workshop paper, 2024},
   }

2025

1. CausScien

   CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data

   Sumantrak Mukherjee, Gerrit Grossmann, and Sebastian Vollmer

   In NeurIPS CausScien Workshop, 2025

   Workshop paper, 2025

   Bib

   @inproceedings{mukherjee2025clam,
     title = {CLAM: Causal Spatial Disaggregation to Infer Local Effects From Coarse Data},
     author = {Mukherjee, Sumantrak and Grossmann, Gerrit and Vollmer, Sebastian},
     booktitle = {NeurIPS CausScien Workshop},
     year = {2025},
     note = {Workshop paper, 2025},
   }

2. HawkesNest: A Multi-Axis Benchmark for Spatio-Temporal Pattern Complexity

   Yahya Aalaila, Sumantrak Mukherjee, Gerrit Grossmann, and 1 more author

   ECML, 2025

   Under review

   Bib

   @article{aalaila2025hawkesnest,
     title = {HawkesNest: A Multi-Axis Benchmark for Spatio-Temporal Pattern Complexity},
     author = {Aalaila, Yahya and Mukherjee, Sumantrak and Grossmann, Gerrit and Vollmer, Sebastian},
     journal = {ECML},
     year = {2025},
     note = {Under review},
   }

3. DiffSys

   SQUID: A Bayesian Approach for Physics-Informed Event Modeling

   Sumantrak Mukherjee, Sebastian Vollmer, and Gerrit Grossmann

   In EurIPS DiffSys Workshop, 2025

   Workshop paper, 2025

   Bib

   @inproceedings{mukherjee2025squid,
     title = {SQUID: A Bayesian Approach for Physics-Informed Event Modeling},
     author = {Mukherjee, Sumantrak and Vollmer, Sebastian and Grossmann, Gerrit},
     booktitle = {EurIPS DiffSys Workshop},
     year = {2025},
     note = {Workshop paper, 2025},
   }

4. Preprint

   Co-Exploration and Co-Exploitation via Shared Structure in Multi-Task Bandits

   Sumantrak Mukherjee, Serafima Lebedeva, Valentin Margraf, and 7 more authors

   2025

   Preprint

   Bib

   @misc{mukherjee2025multitaskbandits,
     title = {Co-Exploration and Co-Exploitation via Shared Structure in Multi-Task Bandits},
     author = {Mukherjee, Sumantrak and Lebedeva, Serafima and Margraf, Valentin and Hanselle, Jonas and Yamaoka, Kanta and Bengs, Viktor and Bhalwankar, Raj and Neigel, Peter and Hullermeier, Eyke and Vollmer, Sebastian Josef},
     year = {2025},
     note = {Preprint},
   }

5. TMLR

   Neural Spatio Temporal Point Processes: Trends and Challenges

   Sumantrak Mukherjee, Mouad Elhamdi, George Mohler, and 4 more authors

   Transactions on Machine Learning Research, 2025

   2025

   Bib

   @article{mukherjee2025nstpp,
     title = {Neural Spatio Temporal Point Processes: Trends and Challenges},
     author = {Mukherjee, Sumantrak and Elhamdi, Mouad and Mohler, George and Selby, David A. and Xie, Yao and Vollmer, Sebastian and Grossmann, Gerrit},
     journal = {Transactions on Machine Learning Research},
     year = {2025},
     note = {2025},
   }

6. ICML

   X Hacking: The Threat of Misguided AutoML

   Rahul Sharma, Sumantrak Mukherjee, Sergey Redyuk, and 3 more authors

   In International Conference on Machine Learning, 2025

   2025

   Bib

   @inproceedings{sharma2025xhacking,
     title = {X Hacking: The Threat of Misguided AutoML},
     author = {Sharma, Rahul and Mukherjee, Sumantrak and Redyuk, Sergey and Sipka, Andrea and Vollmer, Sebastian and Selby, David A.},
     booktitle = {International Conference on Machine Learning},
     year = {2025},
     note = {2025},
   }

7. When Counterfactual Reasoning Fails: Chaos and Real-World Complexity

   Yahya Aalaila, Gerrit Grossmann, Sumantrak Mukherjee, and 2 more authors

   Scientific Reports, 2025

   Under review

   Bib

   @article{aalaila2025counterfactualfails,
     title = {When Counterfactual Reasoning Fails: Chaos and Real-World Complexity},
     author = {Aalaila, Yahya and Grossmann, Gerrit and Mukherjee, Sumantrak and Wahl, Jonas and Vollmer, Sebastian},
     journal = {Scientific Reports},
     year = {2025},
     note = {Under review}
   }

8. STAT

   Had enough of experts? Elicitation and evaluation of Bayesian priors from large language models

   David Selby, Kai Spriestersbach, Yuichiro Iwashita, and 6 more authors

   STAT, 2025

   2025; earlier workshop version at NeurIPS BDU 2024

   Bib

   @article{selby2025llmpriors,
     title = {Had enough of experts? Elicitation and evaluation of Bayesian priors from large language models},
     author = {Selby, David and Spriestersbach, Kai and Iwashita, Yuichiro and Bappert, Dennis and Warrier, Archana and Mukherjee, Sumantrak and Asim, Muhammad Nabeel and Kise, Koichi and Vollmer, Sebastian},
     journal = {STAT},
     year = {2025},
     note = {2025; earlier workshop version at NeurIPS BDU 2024}
   }

2024

1. STCausal

   Peculiarities of Counterfactual Point Process Generation

   Gerrit Grossmann, Sumantrak Mukherjee, and Sebastian Vollmer

   In STCausal Workshop at ACM SIGSPATIAL, 2024

   Workshop paper, 2024

   Bib

   @inproceedings{grossmann2024peculiarities,
     title = {Peculiarities of Counterfactual Point Process Generation},
     author = {Grossmann, Gerrit and Mukherjee, Sumantrak and Vollmer, Sebastian},
     booktitle = {STCausal Workshop at ACM SIGSPATIAL},
     year = {2024},
     note = {Workshop paper, 2024}
   }

2. BDU

   Graph Agnostic Causal Bayesian Optimisation

   Sumantrak Mukherjee, Mengyan Zhang, Seth Flaxman, and 1 more author

   In NeurIPS BDU Workshop, 2024

   Workshop paper, 2024

   Bib

   @inproceedings{mukherjee2024gacbo,
     title = {Graph Agnostic Causal Bayesian Optimisation},
     author = {Mukherjee, Sumantrak and Zhang, Mengyan and Flaxman, Seth and Vollmer, Sebastian},
     booktitle = {NeurIPS BDU Workshop},
     year = {2024},
     note = {Workshop paper, 2024},
   }

2022

1. DSHealth

   Flexible Group Fairness Metrics for Survival Analysis

   Raphael Sonabend, Florian Pfisterer, Alan Mishler, and 4 more authors

   In DSHealth, 2022

   Workshop paper, 2022

   Bib

   @inproceedings{sonabend2022survivalfairness,
     title = {Flexible Group Fairness Metrics for Survival Analysis},
     author = {Sonabend, Raphael and Pfisterer, Florian and Mishler, Alan and Schauer, Moritz and Burk, Lukas and Mukherjee, Sumantrak and Vollmer, Sebastian},
     booktitle = {DSHealth},
     year = {2022},
     note = {Workshop paper, 2022}
   }