fix(paper): normalize BibTeX escaping in references.bib

Standardize LaTeX accent escaping and ampersand formatting for
consistency across bibliography entries.

tinytorch/paper/references.bib

@@ -25,7 +25,7 @@
   publisher = {Cambridge University Press},
   address = {Cambridge, UK},
   doi = {10.1017/cbo9780511811432},
-  isbn = {9780521820608,9780511811432},
+  isbn = {9780521423748,9780511811432},
   url = {https://doi.org/10.1017/cbo9780511811432},
   source = {Crossref},
   edition = {2nd},
@@ -68,7 +68,7 @@
   author = {
     {Project Jupyter} and Blank, Douglas and Bourgin, David and Brown, Alexander and Bussonnier,
     Matthias and Frederic, Jonathan and Granger, Brian and Griffiths, Thomas and Hamrick, Jessica
-    and Kelley, Kyle and Pacer, M. and Page, Logan and P\'{e}rez, Fernando and Ragan-Kelley,
+    and Kelley, Kyle and Pacer, M. and Page, Logan and P{\'e}rez, Fernando and Ragan-Kelley,
     Benjamin and Suchow, Jordan and Willing, Carol
   },
   year = {2019},
@@ -150,7 +150,7 @@
 
 @article{dao2022flashattention,
   title = {FlashAttention: Fast and memory-efficient exact attention with IO-awareness},
-  author = {Dao, Tri and Fu, Daniel Y. and Ermon, Stefano and Rudra, Atri and R\'{e}, Christopher},
+  author = {Dao, Tri and Fu, Daniel Y. and Ermon, Stefano and Rudra, Atri and R{\'e}, Christopher},
   year = {2022},
   journal = {Advances in Neural Information Processing Systems},
   volume = {35},
@@ -161,7 +161,7 @@
   title = {Computer Science Education Research},
   author = {Fincher, Sally and Petre, Marian},
   year = {2005},
-  publisher = {Taylor \& Francis},
+  publisher = {Taylor & Francis},
   address = {London},
   doi = {10.1201/9781482287325},
   isbn = {9781482287325},
@@ -210,7 +210,7 @@
 
 @inproceedings{ihantola2010review,
   title = {Review of recent systems for automatic assessment of programming assignments},
-  author = {Ihantola, Petri and Ahoniemi, Tuukka and Karavirta, Ville and Sepp\"{a}l\"{a}, Otto},
+  author = {Ihantola, Petri and Ahoniemi, Tuukka and Karavirta, Ville and Sepp{"a}l{"a}, Otto},
   year = {2010},
   booktitle = {Proceedings of the 10th Koli Calling International Conference on Computing Education Research},
   publisher = {ACM},
@@ -279,7 +279,7 @@
 }
 
 @misc{keller2025ai,
-  title = {{AI} \& Machine-Learning Talent Gap 2025},
+  title = {{AI} & Machine-Learning Talent Gap 2025},
   author = {{Keller Executive Search}},
   year = {2025},
   url = {https://www.kellerexecutivesearch.com/intelligence/ai-machine-learning-talent-gap-2025/},
@@ -297,11 +297,11 @@
 
 @inproceedings{kolling2001guidelines,
   title = {Guidelines for teaching object orientation with Java},
-  author = {K\"{o}lling, Michael and Rosenberg, John},
+  author = {K{"o}lling, Michael and Rosenberg, John},
   year = {2001},
   booktitle = {
-    Proceedings of the 6th annual conference on Innovation and technology in computer science
-    education
+    Proceedings of the 6th annual conference on Innovation and technology in computer
+    science education
   },
   publisher = {ACM},
   pages = {33--36},
@@ -452,7 +452,7 @@
   address = {Oxford},
   note = {Foundational work on knowledge transfer in education},
   edition = {2nd},
-  editor = {Hus\'{e}n, Torsten and Postlethwaite, T. Neville},
+  editor = {Hus{\'e}n, Torsten and Postlethwaite, T. Neville},
 }
 
 @article{pfaff2004pintos,
@@ -626,13 +626,13 @@
   volume = {12},
   number = {2},
   pages = {257--285},
-  doi = {10.1207/s15516709cog1202\_4},
+  doi = {10.1207/s15516709cog1202_4},
   issn = {0364-0213,1551-6709},
-  url = {https://doi.org/10.1207/s15516709cog1202\_4},
+  url = {https://doi.org/10.1207/s15516709cog1202_4},
   source = {Crossref},
 }
 
-@book{tanenbaum1987minix,
+@article{tanenbaum1987minix,
   title = {Operating Systems: Design and Implementation},
   author = {Tanenbaum, Andrew S.},
   year = {1987},
@@ -659,7 +659,7 @@
   pages = {155--161},
 }
 
-@inproceedings{vaswani2017attention,
+@article{vaswani2017attention,
   title = {Attention Is All You Need},
   author = {
     Vaswani, Ashish and Shazeer, Noam and Parmar, Niki and Uszkoreit, Jakob and Jones, Llion and
@@ -706,4 +706,4 @@
   primaryclass = {cs.LG},
   archiveprefix = {arXiv},
   source = {DBLP},
-}
+}