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diff --git a/marginal.bib b/marginal.bib
index 9bc07be..b73924a 100644
--- a/marginal.bib
+++ b/marginal.bib
@@ -83,6 +83,34 @@
series = {Cambridge monographs on mathematical physics}
}
+@unpublished{ElAlaoui_2020_Algorithmic,
+ author = {El Alaoui, Ahmed and Montanari, Andrea},
+ title = {Algorithmic Thresholds in Mean Field Spin Glasses},
+ year = {2020},
+ month = {Sept},
+ url = {http://arxiv.org/abs/2009.11481v1},
+ archiveprefix = {arXiv},
+ date = {2020-09-24T04:22:42Z},
+ eprint = {2009.11481v1},
+ eprintclass = {cond-mat.stat-mech},
+ eprinttype = {arxiv},
+ primaryclass = {cond-mat.stat-mech}
+}
+
+@article{ElAlaoui_2021_Optimization,
+ author = {El Alaoui, Ahmed and Montanari, Andrea and Sellke, Mark},
+ title = {Optimization of mean-field spin glasses},
+ journal = {The Annals of Probability},
+ publisher = {Institute of Mathematical Statistics},
+ year = {2021},
+ month = {11},
+ number = {6},
+ volume = {49},
+ pages = {2922--2960},
+ url = {https://doi.org/10.1214%2F21-aop1519},
+ doi = {10.1214/21-aop1519}
+}
+
@article{Foini_2012_On,
author = {Foini, Laura and Krzakala, Florent and Zamponi, Francesco},
title = {On the relation between kinetically constrained models of glass dynamics and the random first-order transition theory},
@@ -478,6 +506,20 @@
issn = {1095-7200}
}
+@article{Yang_2023_Stochastic,
+ author = {Yang, Ning and Tang, Chao and Tu, Yuhai},
+ title = {Stochastic Gradient Descent Introduces an Effective Landscape-Dependent Regularization Favoring Flat Solutions},
+ journal = {Physical Review Letters},
+ publisher = {American Physical Society (APS)},
+ year = {2023},
+ month = {6},
+ number = {23},
+ volume = {130},
+ pages = {237101},
+ url = {https://doi.org/10.1103%2Fphysrevlett.130.237101},
+ doi = {10.1103/physrevlett.130.237101}
+}
+
@book{Zinn-Justin_2002_Quantum,
author = {Zinn-Justin, Jean},
title = {Quantum field theory and critical phenomena},