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QuantEcon · Apr 10, 2024 · 97f5572 · 97f5572
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diff --git a/lectures/_static/quant-econ.bib b/lectures/_static/quant-econ.bib
@@ -2516,4 +2516,4 @@ @article{Bianchi2011
   Pages = {3400-3426},
   DOI = {10.1257/aer.101.7.3400},
   URL = {https://www.aeaweb.org/articles?id=10.1257/aer.101.7.3400}
-}
+}
diff --git a/lectures/overborrowing.md b/lectures/overborrowing.md
@@ -16,7 +16,7 @@ kernelspec:
 ```{include} _admonition/gpu.md
 ```
 
-This lecture provides a JAX implementation of "Overborrowing and Systemic Externalities" (AER 2011) {cite:p}`Bianchi2011` by [Javier Bianchi](http://www.javierbianchi.com/).
+This lecture provides a JAX implementation of "Overborrowing and Systemic Externalities" {cite:p}`Bianchi2011` by [Javier Bianchi](http://www.javierbianchi.com/).
 
 In addition to what’s in Anaconda, this lecture will need the following libraries:
 
@@ -221,10 +221,10 @@ $$
    \quad \text{(prime indicates next period value)}
 $$
 
-where 
+where
 
 * $y = (y_t, y_n) = $ (tradables, nontradables)
-* $A$ is $2 x 2$
+* $A$ is $2 \times 2$
 * $u' \sim N(0, \Omega)$
 * the log function is applied pointwise