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diff --git a/marginal.bib b/marginal.bib
index e981e62..166acf2 100644
--- a/marginal.bib
+++ b/marginal.bib
@@ -1,6 +1,6 @@
@article{Bray_2007_Statistics,
author = {Bray, Alan J. and Dean, David S.},
- title = {Statistics of Critical Points of Gaussian Fields on Large-Dimensional Spaces},
+ title = {Statistics of Critical Points of {Gaussian} Fields on Large-Dimensional Spaces},
journal = {Physical Review Letters},
publisher = {American Physical Society (APS)},
year = {2007},
@@ -99,7 +99,7 @@
@article{Ikeda_2023_Bose-Einstein-like,
author = {Ikeda, Harukuni},
- title = {Bose--Einstein-like condensation of deformed random matrix: a replica approach},
+ title = {{Bose}--{Einstein}-like condensation of deformed random matrix: a replica approach},
journal = {Journal of Statistical Mechanics: Theory and Experiment},
publisher = {IOP Publishing},
year = {2023},
@@ -211,7 +211,7 @@
@unpublished{Montanari_2024_On,
author = {Montanari, Andrea and Subag, Eliran},
- title = {On Smale's 17th problem over the reals},
+ title = {On {Smale}'s 17th problem over the reals},
year = {2024},
month = {may},
url = {http://arxiv.org/abs/2405.01735v1},
@@ -224,7 +224,7 @@
@article{Subag_2020_Following,
author = {Subag, Eliran},
- title = {Following the Ground States of Full-RSB Spherical Spin Glasses},
+ title = {Following the Ground States of Full-{RSB} Spherical Spin Glasses},
journal = {Communications on Pure and Applied Mathematics},
publisher = {Wiley},
year = {2020},