From 2023516fad2596340a3695cec602a6381661a4c0 Mon Sep 17 00:00:00 2001
From: Chung Yiu Yau <40230274+OscarYau525@users.noreply.github.com>
Date: Mon, 8 Jun 2026 15:45:55 -0500
Subject: [PATCH] update ema-nesterov description

---
 _projects/-1_ema-nesterov.md | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/_projects/-1_ema-nesterov.md b/_projects/-1_ema-nesterov.md
index 9ea38c2..b933cca 100644
--- a/_projects/-1_ema-nesterov.md
+++ b/_projects/-1_ema-nesterov.md
@@ -2,11 +2,9 @@
 layout: page
 title: EMA-Nesterov
 slug: ema-nesterov
-description: Nesterov's acceleration as an optimizer plugin.
+description: Nesterov's acceleration as an optimizer plugin. EMA-Nesterov applies low-pass filtered lookahead before each optimization step to accelerate convergence.
 img: assets/img/projects/ema_nesterov_river_valley.png
 importance: -1
 category: research
 redirect: https://github.com/OptimAI-Lab/ema-nesterov-module
----
-
-EMA-Nesterov uses low-pass filtered lookahead before every optimization step to accelerate convergence.
\ No newline at end of file
+---
\ No newline at end of file