From 26627f4e46246bed252d6b39fd3513fb42b9cd8f Mon Sep 17 00:00:00 2001
From: Madhav Kanda <76394914+Madhav-Kanda@users.noreply.github.com>
Date: Thu, 1 Jun 2023 18:30:30 +0530
Subject: [PATCH] Update reparam.py

Refer #1598
---
 numpyro/infer/reparam.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/numpyro/infer/reparam.py b/numpyro/infer/reparam.py
index 57bd4bc8d..0e4c5987a 100644
--- a/numpyro/infer/reparam.py
+++ b/numpyro/infer/reparam.py
@@ -72,8 +72,7 @@ class LocScaleReparam(Reparam):
     1. *Automatic Reparameterisation of Probabilistic Programs*,
        Maria I. Gorinova, Dave Moore, Matthew D. Hoffman (2019)
 
-    :param float centered: optional centered parameter. If None (default) learn
-        a per-site per-element centering parameter in ``[0,1]``. If 0, fully
+    :param float centered: optional centered parameter. If None (default) considers centered parameter to be 0.5. If 0, fully
         decenter the distribution; if 1, preserve the centered distribution
         unchanged.
     :param shape_params: list of additional parameter names to copy unchanged from