supported by the National Natural Science Foundation of China,Nos.82304990(to NY),81973748(to JC),82174278(to JC);the National Key R&D Program of China,No.2023YFE0209500(to JC);China Postdoctoral Science Foundation,No.2023M732380(to NY);Guangzhou Key Laboratory of Formula-Pattern of Traditional Chinese Medicine,No.202102010014(to JC);Huang Zhendong Research Fund for Traditional Chinese Medicine of Jinan University,No.201911(to JC);National Innovation and Entrepreneurship Training Program for Undergraduates in China,No.202310559128(to NY and QM);Innovation and Entrepreneurship Training Program for Undergraduates at Jinan University,Nos.CX24380,CX24381(both to NY and QM)。
Early life stress correlates with a higher prevalence of neurological disorders,including autism,attention-deficit/hyperactivity disorder,schizophrenia,depression,and Parkinson's disease.These conditions,primarily inv...
supported by the National Institute of Mental Health (NIH/NIMH);the National Institute of Neurological Disorders and Stroke(NIH/NINDS):Grants#R21 MH132136 to FSN and R01 MH123700 and R01 NS040701 to MLD
There is a strong evidence supporting the hypothesis of synaptic dysfunction as a major contributor to neural circuit and network disruption underlying emotional and mood dysregulation in psychiatric disorders(Simmons...
supported by the Natural Science Foundation of Shaanxi Province,China(No.2022JQ-661);the Project of Science and Technology Development Plan in Hangzhou,China(No.202202B38);the Xidian-FIAS International Joint Research Center,China.
Sparse rewards pose significant challenges in deep reinforcement learning as agents struggle to learn from experiences with limited reward signals.Hindsight experience replay(HER)addresses this problem by creating“sm...
supported by the National Key Research and Development Program of China(No.2021YFF0900503);partly by the National Natural Science Foundation of China(No.62262018,61971382)。
Short video applications like Tik Tok have seen significant growth in recent years.One common behavior of users on these platforms is watching and swiping through videos,which can lead to a significant waste of bandwi...
Supported by the International Partnership Program of Chinese Academy of Sciences(No.184131KYSB20200033).
Due to the issue of long-horizon,a substantial number of visits to the state space is required during the exploration phase of reinforcement learning(RL)to gather valuable information.Addi-tionally,due to the challeng...
Future unmanned battles desperately require intelli-gent combat policies,and multi-agent reinforcement learning offers a promising solution.However,due to the complexity of combat operations and large size of the comb...
supported by grants from the National Natural Science Foundation of China(32371060 and 32271065);the Lingang Laboratory(LG-QS-202203-06 and LG-QS-202203-02);the Chinese Academy of Sciences,and Benyuan Charity Foundation.
The insula is a complex brain region central to the orchestration of taste perception,interoception,emotion,and decision-making.Recent research has shed light on the intricate connections between the insula and other ...
funded by National Natural Science Foundation of China(No.62063006);Guangxi Science and Technology Major Program(No.2022AA05002);Key Laboratory of AI and Information Processing(Hechi University),Education Department of Guangxi Zhuang Autonomous Region(No.2022GXZDSY003);Central Leading Local Science and Technology Development Fund Project of Wuzhou(No.202201001).
By integrating deep neural networks with reinforcement learning,the Double Deep Q Network(DDQN)algorithm overcomes the limitations of Q-learning in handling continuous spaces and is widely applied in the path planning...
supported by the Guangdong Basic and Applied Basic Research Foundation(2024A1515011936);the National Natural Science Foundation of China(62320106008)
The concept of reward is fundamental in reinforcement learning with a wide range of applications in natural and social sciences.Seeking an interpretable reward for decision-making that largely shapes the system's beha...
the National Natural Science Foun-dation of China(Grant No.71961003).
In public goods games, punishments and rewards have been shown to be effective mechanisms for maintaining individualcooperation. However, punishments and rewards are costly to incentivize cooperation. Therefore, the g...