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Brain-inspired synaptic transistors for in-situ spiking reinforcement learning with eligibility trace. [PDF]

Nat Commun
Wang Y, Xiong W, Yan J, Zhou Y, Zhu C, Miao X, He Y, Chai Y.   +7 more
europepmc   +1 more source

Children and adults differ in how primary and secondary incentives modulate valuation, effort, and cognitive control. [PDF]

PLoS One
Veselic S, Smid CR, Beveridge F, Steinbeis N.   +3 more
europepmc   +1 more source

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Human Interactive Learning with Intrinsic Reward

2023 IEEE Conference on Games (CoG), 2023
Recently, deep reinforcement learning (RL) algorithms have been advanced, and especially, Importance Weighted Actor-Learner Architecture (IMPALA) outperformed human expert scores in some of the Atari-2600 games.
Sung-Yun Park, Seung-Jin Hong, Sang-Kwang Lee   +2 more
semanticscholar   +2 more sources

Unified curiosity-Driven learning with smoothed intrinsic reward estimation

Pattern Recognition, 2022
In reinforcement learning (RL), the intrinsic reward estimation is necessary for policy learning when the extrinsic reward is sparse or absent. To this end, Unified Curiosity-driven Learning with Smoothed intrinsic reward Estimation (UCLSE) is proposed ...
Fuxian Huang, Yongjian Fu, Jiabao Cui
exaly   +2 more sources

LJIR: Learning Joint-Action Intrinsic Reward in cooperative multi-agent reinforcement learning

Neural Networks, 2023
Effective exploration is the key to achieving high returns for reinforcement learning. Agents must explore jointly in multi-agent systems to find the optimal joint policy. Due to the exploration problem and the shared reward, the policy-based multi-agent
Biao Luo
exaly   +2 more sources

Surprise rewards and brand evaluations: The role of intrinsic motivation and reward format

Journal of Business Research, 2020
Surprise is a neutral amplifier of emotions and used by marketers to elevate customer affect from satisfaction to delight. The dark side of surprise, however, is that it can turn something mildly unpleasant into something very unpleasant.
Subimal Chatterjee
exaly   +2 more sources