Merge pull request #131 from turnmanh/2024-05-07-elaborating-on-the-v…

…alue-of-flow-matching-for-density-estimation

2024-05-07-elaborating-on-the-value-of-flow-matching-for-density-estimation

assets/bibliography/2024-05-07-elaborating-on-the-value-of-flow-matching-for-density-estimation.bib

@@ -0,0 +1,115 @@
+@misc{dax_flow_2023,
+  title = {Flow {{Matching}} for {{Scalable Simulation-Based Inference}}},
+  author = {Dax, Maximilian and Wildberger, Jonas and Buchholz, Simon and Green, Stephen R. and Macke, Jakob H. and Sch{\"o}lkopf, Bernhard},
+  year = {2023},
+  month = may,
+  number = {arXiv:2305.17161},
+  eprint = {2305.17161},
+  primaryclass = {cs},
+  publisher = {{arXiv}},
+  urldate = {2023-07-03},
+  archiveprefix = {arxiv},
+  keywords = {density-estimation,in-progress,normalizing-flows,sbi}
+}
+
+@misc{lipman_flow_2023,
+  title = {Flow {{Matching}} for {{Generative Modeling}}},
+  author = {Lipman, Yaron and Chen, Ricky T. Q. and {Ben-Hamu}, Heli and Nickel, Maximilian and Le, Matt},
+  year = {2023},
+  month = feb,
+  number = {arXiv:2210.02747},
+  eprint = {2210.02747},
+  primaryclass = {cs, stat},
+  publisher = {{arXiv}},
+  urldate = {2023-10-19},
+  archiveprefix = {arxiv},
+  keywords = {density-estimation,in-progress,normalizing-flows}
+}
+
+@misc{papamakarios_normalizing_2019,
+  title = {Normalizing {{Flows}} for {{Probabilistic Modeling}} and {{Inference}}},
+  author = {Papamakarios, George and Nalisnick, Eric and Jimenez Rezende, Danilo and Mohamed, Shakir and Lakshminarayanan, Balaji},
+  year = {2019},
+  month = dec,
+  journal = {arXiv e-prints},
+  urldate = {2022-12-16},
+  keywords = {in-progress,normalizing-flows,sbi},
+  annotation = {ADS Bibcode: 2019arXiv191202762P}
+}
+
+@inproceedings{tong_improving_2023,
+  title = {Improving and {{Generalizing Flow-Based Generative Models}} with {{Minibatch Optimal Transport}}},
+  booktitle = {{{ICML}} 2023 {{Workshop}} on {{New Frontiers}} in {{Learning}}, {{Control}}, and {{Dynamical Systems}}},
+  author = {Tong, Alexander and Malkin, Nikolay and Huguet, Guillaume and Zhang, Yanlei and {Rector-Brooks}, Jarrid and Fatras, Kilian and Wolf, Guy and Bengio, Yoshua},
+  year = {2023},
+  month = jul,
+  urldate = {2023-11-07},
+  langid = {english},
+  keywords = {density-estimation,in-progress,normalizing-flows}
+}
+
+@inproceedings{chen_neural_2018,
+  title = {Neural {{Ordinary Differential Equations}}},
+  booktitle = {Advances in {{Neural Information Processing Systems}}},
+  author = {Chen, Ricky T. Q. and Rubanova, Yulia and Bettencourt, Jesse and Duvenaud, David K},
+  year = {2018},
+  month = dec,
+  volume = {31},
+  eprint = {1806.07366},
+  publisher = {{Curran Associates, Inc.}},
+  urldate = {2023-11-14},
+  archiveprefix = {arxiv}
+}
+
+@misc{papamakarios_normalizing_2019,
+  title = {Normalizing {{Flows}} for {{Probabilistic Modeling}} and {{Inference}}},
+  author = {Papamakarios, George and Nalisnick, Eric and Jimenez Rezende, Danilo and Mohamed, Shakir and Lakshminarayanan, Balaji},
+  year = {2019},
+  month = dec,
+  journal = {arXiv e-prints},
+  urldate = {2022-12-16},
+  keywords = {in-progress,normalizing-flows,sbi},
+  annotation = {ADS Bibcode: 2019arXiv191202762P}
+}
+
+@article{cranmer_frontier_2020,
+  title = {The Frontier of Simulation-Based Inference},
+  author = {Cranmer, Kyle and Brehmer, Johann and Louppe, Gilles},
+  year = {2020},
+  month = dec,
+  journal = {Proceedings of the National Academy of Sciences},
+  volume = {117},
+  number = {48},
+  pages = {30055--30062},
+  issn = {0027-8424, 1091-6490},
+  doi = {10.1073/pnas.1912789117},
+  urldate = {2022-12-08},
+  langid = {english},
+  keywords = {read,sbi},
+  annotation = {presentation: https://indico.fnal.gov/event/48241/contributions/210577/attachments/140930/177293/talk-glouppe-clariphy.pdf}
+}
+
+@article{papamakarios_fast_2016,
+  title = {Fast {$\epsilon$}-Free {{Inference}} of {{Simulation Models}} with {{Bayesian Conditional Density Estimation}}},
+  author = {Papamakarios, George and Murray, Iain},
+  year = {2016},
+  publisher = {{arXiv}},
+  doi = {10.48550/ARXIV.1605.06376},
+  urldate = {2023-01-16},
+  copyright = {arXiv.org perpetual, non-exclusive license},
+  keywords = {read,sbi,sbi-posterior}
+}
+
+@misc{lueckmann_benchmarking_2021,
+  title = {Benchmarking {{Simulation-Based Inference}}},
+  author = {Lueckmann, Jan-Matthis and Boelts, Jan and Greenberg, David S. and Gon{\c c}alves, Pedro J. and Macke, Jakob H.},
+  year = {2021},
+  month = apr,
+  number = {arXiv:2101.04653},
+  eprint = {2101.04653},
+  primaryclass = {cs, stat},
+  publisher = {{arXiv}},
+  urldate = {2022-12-16},
+  archiveprefix = {arxiv},
+  keywords = {read,sbi}
+}