Kartikey Sharma

I am interested in the theory and applications of robust optimization. More recently, I have also developed in interest in machine learning especially its theoretical aspects and how it can be used for scaling optimization algorithms.

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Preprints

1. Wäldchen, S., Sharma, K., Zimmer, M., Turan, B., and Pokutta, S. (2022). Merlin-Arthur Classifiers: Formal Interpretability with Interactive Black Boxes. [arXiv]
   [BibTeX]

   @misc{wszp_merlinarthur_22,
     archiveprefix = {arXiv},
     eprint = {2206.00759},
     primaryclass = {cs.LG},
     year = {2022},
     author = {Wäldchen, Stephan and Sharma, Kartikey and Zimmer, Max and Turan, Berkant and Pokutta, Sebastian},
     title = {Merlin-Arthur Classifiers: Formal Interpretability with Interactive Black Boxes}
   }

Full articles

1. Kevin-Martin, A., Bärmann, A., Kristin, B., Liers, F., Pokutta, S., Schneider, O., Sharma, K., and Tschuppik, S. (2023). Data-driven Distributionally Robust Optimization Over Time. INFORMS Journal on Optimization. [arXiv]
   [BibTeX]

   @article{abblpsst_distributionally_ro_23,
     year = {2023},
     journal = {INFORMS Journal on Optimization},
     archiveprefix = {arXiv},
     eprint = {2304.05377},
     primaryclass = {math.OC},
     author = {Kevin-Martin, Aigner and Bärmann, Andreas and Kristin, Braun and Liers, Frauke and Pokutta, Sebastian and Schneider, Oskar and Sharma, Kartikey and Tschuppik, Sebastian},
     title = {Data-driven Distributionally Robust Optimization Over Time}
   }

2. Kossen, T., Hirzel, M. A., Madai, V. I., Boenisch, F., Hennemuth, A., Hildebrand, K., Pokutta, S., Sharma, K., Hilbert, A., Sobesky, J., Galinovic, I., Khalil, A. A., Fiebach, J. B., and Frey, D. (2022). Towards Sharing Brain Images: Differentially Private TOF-MRA Images with Segmentation Labels Using Generative Adversarial Networks. Frontiers in Artificial Intelligence. DOI: 10.3389/frai.2022.813842
   [BibTeX]

   @article{khmbhhpshsgkff_22,
     year = {2022},
     journal = {Frontiers in Artificial Intelligence},
     doi = {10.3389/frai.2022.813842},
     author = {Kossen, Tabea and Hirzel, Manuel A. and Madai, Vince I. and Boenisch, Franziska and Hennemuth, Anja and Hildebrand, Kristian and Pokutta, Sebastian and Sharma, Kartikey and Hilbert, Adam and Sobesky, Jan and Galinovic, Ivana and Khalil, Ahmed A. and Fiebach, Jochen B. and Frey, Dietmar},
     title = {Towards Sharing Brain Images: Differentially Private TOF-MRA Images with Segmentation Labels Using Generative Adversarial Networks}
   }

3. Nohadani, O., and Sharma, K. (2022). Optimization Under Connected Uncertainty. INFORMS Journal on Optimization. DOI: 10.1287/ijoo.2021.0067
   [BibTeX]

   @article{nk_connected_un_22,
     year = {2022},
     journal = {INFORMS Journal on Optimization},
     doi = {10.1287/ijoo.2021.0067},
     author = {Nohadani, Omid and Sharma, Kartikey},
     title = {Optimization Under Connected Uncertainty}
   }

Conference and workshop talks