Publications

2024

1. NeurIPS

   ReNO: Enhancing One-step Text-to-Image Models through Reward-based Noise Optimization

   Luca Eyring*, Shyamgopal Karthik*, Karsten Roth, and 2 more authors

   In Neural Information Processing Systems (NeurIPS), 2024

   Bib PDF Demo Code

   @inproceedings{eyring2024reno,
     title = {ReNO: Enhancing One-step Text-to-Image Models through Reward-based Noise Optimization},
     author = {Eyring, Luca and Karthik, Shyamgopal and Roth, Karsten and Dosovitskiy, Alexey and Akata, Zeynep},
     booktitle = {Neural Information Processing Systems (NeurIPS)},
     year = {2024},
     demo = {https://huggingface.co/spaces/fffiloni/ReNO}
   }

2. SPIGM @ ICML

   Disentangled Representation Learning with the Gromov-Monge Gap

   Théo Uscidda*, Luca Eyring*, Karsten Roth, and 3 more authors

   In ICML Workshop on Structured Probabilistic Inference & Generative Modeling, 2024

   Bib PDF

   @inproceedings{uscidda2024disentangledrepresentationlearninggromovmonge,
     title = {Disentangled Representation Learning with the Gromov-Monge Gap},
     author = {Uscidda, Théo and Eyring, Luca and Roth, Karsten and Theis, Fabian and Akata, Zeynep and Cuturi, Marco},
     year = {2024},
     eprint = {2407.07829},
     archiveprefix = {arXiv},
     booktitle = {ICML Workshop on Structured Probabilistic Inference & Generative Modeling},
   }

3. ICLR

   Unbalancedness in Neural Monge Maps Improves Unpaired Domain Translation

   Luca Eyring*, Dominik Klein*, Théo Uscidda*, and 4 more authors

   In International Conference on Learning Representations (ICLR), 2024

   Bib PDF Talk Code

   @inproceedings{eyring2024unbalancedness,
     title = {Unbalancedness in Neural Monge Maps Improves Unpaired Domain Translation},
     author = {Eyring, Luca and Klein, Dominik and Uscidda, Th{\'e}o and Palla, Giovanni and Kilbertus, Niki and Akata, Zeynep and Theis, Fabian J},
     booktitle = {International Conference on Learning Representations (ICLR)},
     year = {2024},
     url = {https://openreview.net/forum?id=2UnCj3jeao},
   }

2022

1. 

   Modeling Single-Cell Dynamics Using Unbalanced Parameterized Monge Maps

   Luca Eyring*, Dominik Klein*, Giovanni Palla*, and 4 more authors

   In NeurIPS Workshop on Learning Meaningful Representations of Life, 2022

   Contributed Talk [Oral]

   Bib PDF Talk

   @inproceedings{eyring2022modeling,
     title = {Modeling Single-Cell Dynamics Using Unbalanced Parameterized Monge Maps},
     author = {Eyring, Luca and Klein, Dominik and Palla, Giovanni and Becker, S{\"o}ren and Weiler, Philipp and Kilbertus, Niki and Theis, Fabian J},
     booktitle = {NeurIPS Workshop on Learning Meaningful Representations of Life},
     year = {2022},
     url = {https://openreview.net/forum?id=3ZcryDcnoW2},
   }