Add overview fig

paper/hubble_paperclip.bib

@@ -349,4 +349,108 @@ @inproceedings{deng2009imagenet
   pages        = {248--255},
   year         = {2009},
   organization = {Ieee}
+}
+
+@article{slijepcevic2024radio,
+  title     = {Radio galaxy zoo: towards building the first multipurpose foundation model for radio astronomy with self-supervised learning},
+  author    = {Slijepcevic, Inigo V and Scaife, Anna MM and Walmsley, Mike and Bowles, Micah and Wong, O Ivy and Shabala, Stanislav S and White, Sarah V},
+  journal   = {RAS Techniques and Instruments},
+  volume    = {3},
+  number    = {1},
+  pages     = {19--32},
+  year      = {2024},
+  publisher = {Oxford University Press}
+}
+
+@article{vig2024finetuning,
+  title   = {Finetuning Foundation Models for Joint Analysis Optimization},
+  author  = {Vig, Matthias and Hartman, Nicole and Heinrich, Lukas},
+  journal = {arXiv preprint arXiv:2401.13536},
+  year    = {2024}
+}
+
+@article{walmsley2022towards,
+  title   = {Towards galaxy foundation models with hybrid contrastive learning},
+  author  = {Walmsley, Mike and Slijepcevic, Inigo Val and Bowles, Micah and Scaife, Anna MM},
+  journal = {arXiv preprint arXiv:2206.11927},
+  year    = {2022}
+}
+
+@article{stein2021self,
+  title   = {Self-supervised similarity search for large scientific datasets},
+  author  = {Stein, George and Harrington, Peter and Blaum, Jacqueline and Medan, Tomislav and Lukic, Zarija},
+  journal = {arXiv preprint arXiv:2110.13151},
+  year    = {2021}
+}
+
+@article{stein2022mining,
+  title     = {Mining for strong gravitational lenses with self-supervised learning},
+  author    = {Stein, George and Blaum, Jacqueline and Harrington, Peter and Medan, Tomislav and Luki{\'c}, Zarija},
+  journal   = {The Astrophysical Journal},
+  volume    = {932},
+  number    = {2},
+  pages     = {107},
+  year      = {2022},
+  publisher = {IOP Publishing}
+}
+
+@article{hayat2021estimating,
+  title   = {Estimating galactic distances from images using self-supervised representation learning},
+  author  = {Hayat, Md Abul and Harrington, Peter and Stein, George and Luki{\'c}, Zarija and Mustafa, Mustafa},
+  journal = {arXiv preprint arXiv:2101.04293},
+  year    = {2021}
+}
+
+@article{hayat2021self,
+  title     = {Self-supervised representation learning for astronomical images},
+  author    = {Hayat, Md Abul and Stein, George and Harrington, Peter and Luki{\'c}, Zarija and Mustafa, Mustafa},
+  journal   = {The Astrophysical Journal Letters},
+  volume    = {911},
+  number    = {2},
+  pages     = {L33},
+  year      = {2021},
+  publisher = {IOP Publishing}
+}
+
+@article{huertas2023brief,
+  title     = {A brief review of contrastive learning applied to astrophysics},
+  author    = {Huertas-Company, Marc and Sarmiento, Regina and Knapen, Johan H},
+  journal   = {RAS Techniques and Instruments},
+  volume    = {2},
+  number    = {1},
+  pages     = {441--452},
+  year      = {2023},
+  publisher = {Oxford University Press}
+}
+
+@article{slijepcevic2022learning,
+  title   = {Learning useful representations for radio astronomy" in the wild" with contrastive learning},
+  author  = {Slijepcevic, Inigo Val and Scaife, Anna MM and Walmsley, Mike and Bowles, Micah},
+  journal = {arXiv preprint arXiv:2207.08666},
+  year    = {2022}
+}
+
+@article{bowles2022new,
+  title   = {A New Task: Deriving Semantic Class Targets for the Physical Sciences},
+  author  = {Bowles, Micah and Tang, Hongming and Vardoulaki, Eleni and Alexander, Emma L and Luo, Yan and Rudnick, Lawrence and Walmsley, Mike and Porter, Fiona and Scaife, Anna MM and Slijepcevic, Inigo Val and others},
+  journal = {arXiv preprint arXiv:2210.14760},
+  year    = {2022}
+}
+
+@article{bowles2023radio,
+  title     = {Radio galaxy zoo EMU: towards a semantic radio galaxy morphology taxonomy},
+  author    = {Bowles, Micah and Tang, Hongming and Vardoulaki, Eleni and Alexander, Emma L and Luo, Yan and Rudnick, Lawrence and Walmsley, Mike and Porter, Fiona and Scaife, Anna MM and Slijepcevic, Inigo Val and others},
+  journal   = {Monthly Notices of the Royal Astronomical Society},
+  volume    = {522},
+  number    = {2},
+  pages     = {2584--2600},
+  year      = {2023},
+  publisher = {Oxford University Press}
+}
+
+@article{walmsley2023rare,
+  title   = {Rare Galaxy Classes Identified In Foundation Model Representations},
+  author  = {Walmsley, Mike and Scaife, Anna MM},
+  journal = {arXiv preprint arXiv:2312.02910},
+  year    = {2023}
 }