From 600b8d47299a0c69bf1d09c1172c7735bb7e5d5d Mon Sep 17 00:00:00 2001
From: Rohan Potdar <66227218+Rohan138@users.noreply.github.com>
Date: Thu, 11 Aug 2022 12:44:22 +0530
Subject: [PATCH] [RLlib]: Fix OPE docs. (#27460)

---
 doc/source/rllib/rllib-offline.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/source/rllib/rllib-offline.rst b/doc/source/rllib/rllib-offline.rst
index 78aea01c2dd76..8c2ea44a59037 100644
--- a/doc/source/rllib/rllib-offline.rst
+++ b/doc/source/rllib/rllib-offline.rst
@@ -124,11 +124,11 @@ We can now train a DQN algorithm offline and evaluate it using OPE:
                 "wis": {"type": WeightedImportanceSampling},
                 "dm_fqe": {
                     "type": DirectMethod,
-                    "q_model_config": {"type": FQETorchModel, "tau": 0.05},
+                    "q_model_config": {"type": FQETorchModel, "polyak_coef": 0.05},
                 },
                 "dr_fqe": {
                     "type": DoublyRobust,
-                    "q_model_config": {"type": FQETorchModel, "tau": 0.05},
+                    "q_model_config": {"type": FQETorchModel, "polyak_coef": 0.05},
                 },
             },
         )