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Titlebook: Knowledge Science, Engineering and Management; 14th International C Han Qiu,Cheng Zhang,Sun-Yuan Kung Conference proceedings 2021 Springer

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楼主: miserly
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A Property-Based Method for Acquiring Commonsense Knowledgenitions. We then introduce a list of dimensions for acquiring commonsense knowledge based on adjectives. Finally, we extract commonsense knowledge from text by parsing sentences that involve actions. Experiments show that our method allows to obtain high-quality commonsense knowledge.
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Multi-hop Learning Promote Cooperation in Multi-agent Systemstness. We investigate the system’s cooperation rate with different hop learning ability in the Prisoner’s Dilemma game, the Snowdrift game and the Stag-hunt game. Experiments show that for Stag-hunt game and Prisoner’s Dilemma game, multi-hop learning is a fairly good way to promote cooperation in multi-agent systems.
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FedPS: Model Aggregation with Pseudo Samplesh generate pseudo samples from each client model to train the global model on the server. The proposed method could support the aggregation of more than twenty heterogeneous models simultaneously, only requires a single round of communication and can achieve an improved aggregation performance than state-of-the-art federated learning methods.
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