diff --git a/bibs/myrefs.bib b/bibs/myrefs.bib
index 65cbc5b..5f53597 100644
--- a/bibs/myrefs.bib
+++ b/bibs/myrefs.bib
@@ -1,4 +1,16 @@
 %%%%%%%%%%%%%%%%%%%%%%%%%%%% UNPUBLISHED %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+@unpublished{KZBH25,
+  title  = {Bean: A Language for Backward Error Analysis},
+  author = {Kellison, Ariel E. and Zielinski, Laura and Bindel, David and Hsu, Justin},
+  year   = 2025,
+  url    = {https://arxiv.org/abs/2501.14550},
+  jh     = yes,
+  jhsite = yes,
+  eprint = {2501.14550},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.PL},
+}
+
 @unpublished{AH23,
   title  = {Separated and Shared Effects in Higher-Order Languages},
   author = {Azevedo de Amorim, Pedro H. and Hsu, Justin},
@@ -1442,6 +1454,70 @@ inproceedings{HHRRW14,
 }
 
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% TALKS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+@talk{kent24-talk,
+  title = {Type Systems for Numerical Error Analysis},
+  organization = {Programming Languages and Systems ({PLAS}) Seminar, University of Kent},
+  year = 2024,
+  month = dec,
+  jh = yes,
+}
+
+@talk{edinburgh24-talk,
+  title = {Type Systems for Numerical Error Analysis},
+  organization = {{LFCS} Seminar, University of Edinburgh},
+  year = 2024,
+  month = dec,
+  jh = yes,
+}
+
+@talk{kerrigan24-talk,
+  title = {Type Systems for Numerical Error Analysis},
+  organization = {Eric Kerrigan Group Meeting, Imperial College London},
+  year = 2024,
+  month = dec,
+  jh = yes,
+}
+
+@talk{bologna24-talk,
+  title = {Type Systems for Numerical Error Analysis},
+  organization = {University of Bologna},
+  year = 2024,
+  month = nov,
+  jh = yes,
+}
+
+@talk{imperial-cas24-talk,
+  title = {Type Systems for Numerical Error Analysis},
+  organization = {Circuits and Systems ({CAS}) Seminar, Imperial College London},
+  year = 2024,
+  month = nov,
+  jh = yes,
+}
+
+@talk{oxford24-talk,
+  title = {Type Systems for Numerical Error Analysis},
+  organization = {{OASIS} Seminar, University of Oxford},
+  year = 2024,
+  month = nov,
+  jh = yes,
+}
+
+@talk{dagstuhl24-talk,
+  title = {Type Systems for Numerical Error Analysis},
+  organization = {Dagstuhl Workshop: Behavior Metrics and Quantitative Logics},
+  year = 2024,
+  month = oct,
+  jh = yes,
+}
+
+@talk{aarhus24-talk,
+  title = {Type Systems for Numerical Error Analysis},
+  organization = {Logic and Semantics ({LogSem}) Seminar, Aarhus University},
+  year = 2024,
+  month = oct,
+  jh = yes,
+}
+
 @talk{presburger-talk,
   title = {Logics for Separation in Randomized Programs},
   organization = {{EATCS} Presburger Award},
@@ -1824,7 +1900,7 @@ inproceedings{HHRRW14,
 
 @talk{dagstuhl17-talk,
   title = {Differential Privacy and Incentive Properties},
-  organization = {Dagstuhl Seminar: Game Theory in {AI}, Logic, and Algorithms},
+  organization = {Dagstuhl Workshop: Game Theory in {AI}, Logic, and Algorithms},
   year = 2017,
   month = mar,
   jh = yes,