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I am a PhD candidate of cognitive neuroscience at the CARELab (PI: Prof. Xun Liu) of Institute of Psychology, CAS. My research interests focus on the neural and cognitive mechanisms of social learning during interpersonal co-opetition using computational modeling.
[GitHub] [Twitter] [GoogleScholar] [ORCiD] [ResearchGate] [Publons]
- Social Learning
- Computational modeling
- Interpersonal Co-opetition
- Artificial Intelligence
Neural and Computational Mechanisms Underlying the Interpersonal Co-opetition (National Natural Science Foundation Project, 2021-2024)
- Conceptualized the trade-off between cooperation for common benefits and competition for individual gain as \textbf{interpersonal co-opetition} and designed a novel experimental paradigm, the "Share Game."
- Developed a systematic approach to combined with Bayesian network analysis, reinforcement learning, and model-based fMRI approaches to investigate the neural and computational mechanisms.
- Identified the contribution of interaction between asymmetric inequality aversions and action-weighted counterfactual learning to irrational competitive behaviors.
- Came up with the idea of combining the computational models of human cognition with artificial intelligence for next generation of autonomous system framework.
- The proposal has been tracked as a key direction of Huawei’s Overall Reference Architecture Baseline (2023-2026) and applied into areas of smart city, network traffic forecast, and emergency management.
Crossmodal Learning: Adaptivity, Prediction and Interaction (NSFC-DFG Transregional Collaborative Research, TRR169)
- Built the computational models of social learning and value-based decision-making and conducted hierarchical Bayesian analysis with R and cmdstanr.
- Collaborated closely with Department of Informatics and Psychology, University of Hamburg, as well as UKE, and participated in bilateral Sino-German workshops and seminars regularly.
Chinese Child Brain Development (Science and Technology Innovation 2030 - Major Project on Brain and Brain-Inspired Research)
- Provided leadership to the collection of structural MRI, DTI, task-based and resting-state fMRI, and the analysis of the developmental trajectory of the brain and cognition in children and adolescents.
Meng, G. T., Zhong, B. W., Wang, S. J., Li, Q., & Liu, X. (Preprint) Unpacking the Interpersonal Coopetition: A Network Analysis of Competitiveness, Cooperativeness, and Social Comparison Orientationhttps://psyarxiv.com/mzwps
Meng, G. T., Li, Q., Yuan, X. Y., Zheng, Y., Hu, K. S., Dai, B. B., & Liu, X. (2023) The Roles of Risk Perception, Negative Emotions and Perceived Efficacy in the Association Between COVID-19 Infection Cues and Preventive Behaviors: A Moderated Mediation Model. BMC Public Health, 23(109), 14870-7. https://doi.org/10.1186/s12889-022-14870-7 [fulltext]
Dai, W. N., Meng, G. T., Zheng, Y., Li, Q., Dai, B. B., & Liu, X. (2021). The Impact of Intolerance of Uncertainty on Negative Emotions in COVID-19: Mediation by Pandemic-Focused Time and Moderation by Perceived Efficacy. International Journal of Environmental Research and Public Health, 18(8), 4189. https://doi.org/10.3390/ijerph18084189 [fulltext]
Zhao, J. Z., Meng, G. T., Sun, Y., Xu, Y., Geng, J. Y., & Han, L. (2021). The Relationship between Self-control and Procrastination Based on the Self-regulation Theory Perspective: The Moderated Mediation Model. Current Psychology, 40(10), 5076–86. https://doi.org/10.1007/s12144-019-00442-3 [fulltext]
Dai, B. B., Fu, D., Meng, G. T., Liu, B. S., Li, Q., & Liu, X. (2020). The Effects of Governmental and Individual Predictors on COVID ‐19 Protective Behaviors in China: A Path Analysis Model. Public Administration Review, 80(5), 797–804. https://doi.org/10.1111/puar.13236 [fulltext]
Fu, D., Ouyang, Y., Yang, G. C., Meng, G. T., Wermter, S., Qi, Y., & Liu, X. (Preprint). Developmental Disparities between Stimulus-response and Stimulus-stimulus Conflicts Processing during Childhood, Adolescence, and Early Adulthood. https://doi.org/10.31234/osf.io/5hdxv [fulltext]
Meng, G. T., & Liu, X. (2023) Neural Mechanisms Underlying the Interpersonal Co-opetition. The Sixteenth Chinese Physiological Psychology Conference in Guangzhou, China (Poster)
Meng, G. T., Li, Q., & Liu, X. (2023) Loss or lose, which is worse: The impact of social comparison on the dynamic trade-off in interpersonal coopetition 2023 Academic Congress of Chinese Association of Social Psychology in Guizhou, China, Aug. (Oral Presentation)
Meng, G. T., Zhong, B. W., Wang, S. J., Li, Q., & Liu, X. (2022) The Interplay between Social Comparison Orientation, Competitiveness, and Cooperativeness: A Network Analysis. 2022 Academic Congress of Chinese Association of Social Psychology in Changsha, China, Dec. (Oral Presentation)
Meng, G. T., Yang, Z., Fu, D., Li, Q., & Liu, X. (2019) The Influence of Pain Empathy on Altruistic Behavior. 22nd National Academic Congress of Psychology in Hangzhou, China, Oct. (Oral Presentation) [abstract]
- Coding: R & Stan(expert), Python(proficient), MATLAB(proficient), Julia, JavaScript, Git
- Behavioral Experiments: PsychoPy, oTree(Server)
- Neuroimaging Tools: SPM, EEGLAB, FSL, MNE
- Cognitive Modeling Academy Hamburg, Sep 2021 [certificate]
- Online FSL Course, Sep 2020 [certificate]
- Computational Psychiatry Course Zurich, Sep 2020 [certificate]