Max Zimmer

Preprints

1. Mundinger, K., Zimmer, M., and Pokutta, S. (2024). Neural Parameter Regression for Explicit Representations of PDE Solution Operators. [arXiv]
   [BibTeX]

   @misc{NeuralRegressionPDE2024,
     archiveprefix = {arXiv},
     eprint = {2403.12764},
     primaryclass = {cs.LG},
     year = {2024},
     author = {Mundinger, Konrad and Zimmer, Max and Pokutta, Sebastian},
     title = {Neural Parameter Regression for Explicit Representations of PDE Solution Operators}
   }

2. Roux, C., Zimmer, M., and Pokutta, S. (2024). On the Byzantine-resilience of Distillation-based Federated Learning. [arXiv]
   [BibTeX]

   @misc{byzantinefederated2024,
     archiveprefix = {arXiv},
     eprint = {2402.12265},
     primaryclass = {cs.LG},
     year = {2024},
     author = {Roux, Christophe and Zimmer, Max and Pokutta, Sebastian},
     title = {On the Byzantine-resilience of Distillation-based Federated Learning}
   }

3. Zimmer, M., Andoni, M., Spiegel, C., and Pokutta, S. (2023). PERP: Rethinking the Prune-Retrain Paradigm in the Era of LLMs. [arXiv] [code]
   [BibTeX]

   @misc{zasp_perp_23,
     archiveprefix = {arXiv},
     eprint = {2312.15230},
     primaryclass = {cs.LG},
     year = {2023},
     author = {Zimmer, Max and Andoni, Megi and Spiegel, Christoph and Pokutta, Sebastian},
     title = {PERP: Rethinking the Prune-Retrain Paradigm in the Era of LLMs},
     code = {https://github.com/ZIB-IOL/PERP}
   }

4. Zimmer, M., Spiegel, C., and Pokutta, S. (2022). Compression-aware Training of Neural Networks Using Frank-Wolfe. [arXiv]
   [BibTeX]

   @misc{zsp_deepsparsefw_22,
     archiveprefix = {arXiv},
     eprint = {2205.11921},
     primaryclass = {cs.LG},
     year = {2022},
     author = {Zimmer, Max and Spiegel, Christoph and Pokutta, Sebastian},
     title = {Compression-aware Training of Neural Networks Using Frank-Wolfe}
   }

5. Pokutta, S., Spiegel, C., and Zimmer, M. (2020). Deep Neural Network Training with Frank-Wolfe. [arXiv] [summary] [code]
   [BibTeX]

   @misc{zsp_deepfw_20,
     archiveprefix = {arXiv},
     eprint = {2010.07243},
     primaryclass = {cs.LG},
     year = {2020},
     author = {Pokutta, Sebastian and Spiegel, Christoph and Zimmer, Max},
     title = {Deep Neural Network Training with Frank-Wolfe},
     code = {https://github.com/ZIB-IOL/StochasticFrankWolfe},
     summary = {https://pokutta.com/blog/research/2020/11/11/NNFW.html}
   }

Conference proceedings

1. Pauls, J., Zimmer, M., Kelly, U. M., Schwartz, M., Saatchi, S., Ciais, P., Pokutta, S., Brandt, M., and Gieseke, F. (2024). Estimating Canopy Height at Scale. Proceedings of International Conference on Machine Learning. [arXiv] [code]
   [BibTeX]

   @inproceedings{canopy2024,
     year = {2024},
     booktitle = {Proceedings of International Conference on Machine Learning},
     archiveprefix = {arXiv},
     eprint = {2406.01076},
     primaryclass = {cs.CV},
     author = {Pauls, Jan and Zimmer, Max and Kelly, Una M and Schwartz, Martin and Saatchi, Sassan and Ciais, Philippe and Pokutta, Sebastian and Brandt, Martin and Gieseke, Fabian},
     title = {Estimating Canopy Height at Scale},
     code = {https://github.com/AI4Forest/Global-Canopy-Height-Map}
   }

2. Mundinger, K., Pokutta, S., Spiegel, C., and Zimmer, M. (2024). Extending the Continuum of Six-Colorings. Proceedings of Discrete Mathematics Days. [URL] [arXiv]
   [BibTeX]

   @inproceedings{mpsz_hadwigernelsonspectrum_24:1,
     year = {2024},
     booktitle = {Proceedings of Discrete Mathematics Days},
     url = {https://dmd2024.web.uah.es/files/abstracts/paper_27.pdf},
     archiveprefix = {arXiv},
     eprint = {2404.05509},
     author = {Mundinger, Konrad and Pokutta, Sebastian and Spiegel, Christoph and Zimmer, Max},
     title = {Extending the Continuum of Six-Colorings}
   }

3. Wäldchen, S., Sharma, K., Turan, B., Zimmer, M., and Pokutta, S. (2024). Interpretability Guarantees with Merlin-Arthur Classifiers. Proceedings of International Conference on Artificial Intelligence and Statistics. [arXiv]
   [BibTeX]

   @inproceedings{wszp_merlinarthur_22,
     year = {2024},
     booktitle = {Proceedings of International Conference on Artificial Intelligence and Statistics},
     archiveprefix = {arXiv},
     eprint = {2206.00759},
     primaryclass = {cs.LG},
     author = {Wäldchen, Stephan and Sharma, Kartikey and Turan, Berkant and Zimmer, Max and Pokutta, Sebastian},
     title = {Interpretability Guarantees with Merlin-Arthur Classifiers}
   }

4. Zimmer, M., Spiegel, C., and Pokutta, S. (2024). Sparse Model Soups: A Recipe for Improved Pruning Via Model Averaging. Proceedings of International Conference on Learning Representations. [URL] [arXiv]
   [BibTeX]

   @inproceedings{zsp_modelsoup_23,
     year = {2024},
     booktitle = {Proceedings of International Conference on Learning Representations},
     url = {https://iclr.cc/virtual/2024/poster/17433},
     archiveprefix = {arXiv},
     eprint = {2306.16788},
     primaryclass = {cs.LG},
     author = {Zimmer, Max and Spiegel, Christoph and Pokutta, Sebastian},
     title = {Sparse Model Soups: A Recipe for Improved Pruning Via Model Averaging}
   }

5. Zimmer, M., Spiegel, C., and Pokutta, S. (2023). How I Learned to Stop Worrying and Love Retraining. Proceedings of International Conference on Learning Representations. [URL] [arXiv] [code]
   [BibTeX]

   @inproceedings{zsp_retrain_21,
     year = {2023},
     booktitle = {Proceedings of International Conference on Learning Representations},
     url = {https://iclr.cc/virtual/2023/poster/10914},
     archiveprefix = {arXiv},
     eprint = {2111.00843},
     primaryclass = {cs.LG},
     author = {Zimmer, Max and Spiegel, Christoph and Pokutta, Sebastian},
     title = {How I Learned to Stop Worrying and Love Retraining},
     code = {https://github.com/ZIB-IOL/BIMP}
   }

6. Ziemke, T., Sering, L., Vargas Koch, L., Zimmer, M., Nagel, K., and Skutella, M. (2020). Flows Over Time As Continuous Limits of Packet-based Network Simulations. Proceedings of EURO Working Group on Transportation Meeting.
   [BibTeX]

   @inproceedings{zskzns_flows_21:1,
     year = {2020},
     booktitle = {Proceedings of EURO Working Group on Transportation Meeting},
     author = {Ziemke, Theresa and Sering, Leon and Vargas Koch, Laura and Zimmer, Max and Nagel, Kai and Skutella, Martin},
     title = {Flows Over Time As Continuous Limits of Packet-based Network Simulations}
   }

Full articles

1. Mundinger, K., Pokutta, S., Spiegel, C., and Zimmer, M. (2024). Extending the Continuum of Six-Colorings. Geombinatorics Quarterly, XXXIV. [URL] [arXiv]
   [BibTeX]

   @article{mpsz_hadwigernelsonspectrum_24,
     year = {2024},
     journal = {Geombinatorics Quarterly},
     volume = {XXXIV},
     url = {https://geombina.uccs.edu/past-issues/volume-xxxiv},
     archiveprefix = {arXiv},
     eprint = {2404.05509},
     author = {Mundinger, Konrad and Pokutta, Sebastian and Spiegel, Christoph and Zimmer, Max},
     title = {Extending the Continuum of Six-Colorings}
   }

2. Ziemke, T., Sering, L., Vargas Koch, L., Zimmer, M., Nagel, K., and Skutella, M. (2021). Flows Over Time As Continuous Limits of Packet-based Network Simulations. Transportation Research Procedia, 52, 123–130. DOI: 10.1016/j.trpro.2021.01.014 [URL]
   [BibTeX]

   @article{zskzns_flows_21,
     year = {2021},
     journal = {Transportation Research Procedia},
     volume = {52},
     pages = {123-130},
     doi = {10.1016/j.trpro.2021.01.014},
     url = {https://sciencedirect.com/science/article/pii/S2352146521000284},
     author = {Ziemke, Theresa and Sering, Leon and Vargas Koch, Laura and Zimmer, Max and Nagel, Kai and Skutella, Martin},
     title = {Flows Over Time As Continuous Limits of Packet-based Network Simulations}
   }