From 42d8e89de4ef090ffa4b2cd73e54643b4c803b09 Mon Sep 17 00:00:00 2001
From: Wassim KABALAN <wastondev@gmail.com>
Date: Wed, 30 Oct 2024 02:03:54 +0100
Subject: [PATCH] fix small error

---
 notebooks/README.md | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/notebooks/README.md b/notebooks/README.md
index da0cc24..43d9d0b 100644
--- a/notebooks/README.md
+++ b/notebooks/README.md
@@ -9,8 +9,9 @@ This collection of notebooks demonstrates how to perform Particle Mesh (PM) simu
    - Uses JAXPM to run simulations with absolute particle positions and Cloud-in-Cell (CIC) painting.
 
 2. **[Advanced Particle Mesh Simulation on a Single GPU](02-Advanced_usage.ipynb)**
-   - Explores Lagrangian Perturbation Theory (LPT) simulations.
-   - Introduces weighted field projections, boundary handling, and adjustments to halo sizes.
+   - Explore using diffrax solvers in the ODE step.
+   - Explores second order Lagrangian Perturbation Theory (LPT) simulations.
+   - Introduces weighted density field projections
 
 3. **[Multi-GPU Particle Mesh Simulation with Halo Exchange](03-MultiGPU_PM_Halo.ipynb)**
    - Extends PM simulation to multi-GPU setups with halo exchange.