Online Reinforcement Learning-Based Strategy Learning in Iterated Prisoner’s Dilemma
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Computational Social Systems"
DOI: 10.1109/tcss.2025.3531875
Abstract: The prisoner’s dilemma highlights the conflict between individual gains and collective well-being, emphasizing the need for superior strategies. This article explores strategy learning through reinforcement learning, avoiding the time-intensive offline methods like genetic algorithms. Given… read more here.
Keywords: prisoner dilemma; reinforcement learning; strategy learning; strategy ... See more keywords
Improving Autonomous Behavior Strategy Learning in an Unmanned Swarm System Through Knowledge Enhancement
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Reliability"
DOI: 10.1109/tr.2022.3158279
Abstract: An unmanned swarm system (UWS) is a multiagent system that can fulfill task requirements through autonomous and cooperative behavior strategy learning. However, learning instability is inevitable in a dynamic mission setting, as the agents continuously… read more here.
Keywords: system; behavior; unmanned swarm; swarm system ... See more keywords
An alternative to the black box: Strategy learning
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DOI: 10.1371/journal.pone.0264485
Abstract: In virtually any practical field or application, discovering and implementing near-optimal decision strategies is essential for achieving desired outcomes. Workflow planning is one of the most common and important problems of this kind, as sub-optimal… read more here.
Keywords: box strategy; black box; box; alternative black ... See more keywords
The Empirical Study of College Students’ E-Learning Effectiveness and Its Antecedents Toward the COVID-19 Epidemic Environment
Sign Up to like & getrecommendations! Published in 2021 at "Frontiers in Psychology"
DOI: 10.3389/fpsyg.2021.573590
Abstract: Due to the impact of COVID-19, universities are forced to suspend their classes, which begin to depend on the usage of online teaching. To investigate the relationship among e-learning self-efficacy, monitoring, willpower, attitude, motivation, strategy,… read more here.
Keywords: college students; influence learning; learning effectiveness; strategy learning ... See more keywords