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-# CuriousActorCritic
-A toy AC Network built with curiosity through intrinsic reward 
+# Curious ActorCritic Network
+A toy AC Network built with curiosity through intrinsic reward, inspired by paper "Curiosity-driven Exploration by Self-supervised Prediction" (Deepak Pathak, Pulkit Agrawal, Alexei A. Efros, Trevor Darrell, 2017)
+
+References:
+Playing Atari with Deep Reinforcement Learning
+https://arxiv.org/abs/1312.5602
+
+Asynchronous Methods for Deep Reinforcement Learning
+https://arxiv.org/abs/1602.01783
+
+Curiosity-driven Exploration by Self-supervised Prediction
+https://arxiv.org/abs/1705.05363