diff --git a/notes.md b/notes.md
index 3cb1b7d1637..5f5a815d08b 100644
--- a/notes.md
+++ b/notes.md
@@ -366,3 +366,4 @@
 2024-07-10T03:09:00 - Experimenting with FPGA constraints (source: Trimberger 'Three Ages of FPGAs') (pytorch)
 2024-07-20T07:01:00 - Quick fix, referencing a known issue from the official repo (pytorch)
 2024-07-20T22:50:00 - Quick fix, referencing a known issue from the official repo (pytorch)
+2024-07-20T04:05:00 - Implementing approach from a new paper read last night (pytorch)