Personal profile
Overview
I'm currently doing a Ph.D. in muti-agent reinforcement learning and its applications to the evolution of cooperation at the university of manchester. I am supervised by Prof. Xiaojun Zeng.
Research interests
My research focuses on multi-agent reinforcement learning as a computational framework for understanding how cooperation, reputation, and normative behaviour emerge and stabilise in decentralised multi-agent systems. During my master’s studies, I investigated how social exclusion and expulsion mechanisms shape cooperative dynamics in social dilemmas, grounding my work in evolutionary game theory and networked interactions.
Building on this foundation, my doctoral research examines how cooperative facilitation mechanisms, such as selective interaction and emergent reputation, operate under different learning paradigms, with a particular emphasis on comparing social learning and reinforcement learning frameworks. Through this work, I aim to develop learning-based, bottom-up models in which cooperative and normative behaviours arise from agent interaction rather than being imposed externally, thereby promoting robust cooperative collective intelligence.
Education/Academic qualification
Master of Social Science, Research on the Evolution of Cooperation with Social Exclusion and Expulsion, Wuhan University
1 Sept 2019 → 30 Jun 2022
Award Date: 30 Jun 2022
Keywords
- Reinforcement Learning
- The Evolution of Cooperation
- Evolutionary Game Theory
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 8 Decent Work and Economic Growth
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SDG 9 Industry, Innovation, and Infrastructure
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Collaborations and top research areas from the last five years
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Incentive strategy models of household waste separation based on cost uncertainties: A perspective of social networks
Ma, G., Ren, T., Zheng, J., Ding, T. & Liu, J., 20 Aug 2022, In: Journal of Cleaner Production. 363, 132429.Research output: Contribution to journal › Article › peer-review
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Evolution of cooperation in public goods games with segregated networks and periodic invasion
Zheng, J., He, Y., Ren, T. & Huang, Y., 15 Jun 2022, In: Physica A: Statistical Mechanics and its Applications. 596, 127101.Research output: Contribution to journal › Article › peer-review
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Evolutionary dynamics in the spatial public goods game with tolerance-based expulsion and cooperation
Ren, T. & Zheng, J., 1 Oct 2021, In: Chaos, Solitons & Fractals.Research output: Contribution to journal › Article › peer-review
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The emergence and implementation of pool exclusion in spatial public goods game with heterogeneous ability-to-pay
Zheng, J., Ren, T., Ma, G. & Dong, J., 1 Apr 2021, In: Applied Mathematics and Computation. 394, p. 1-12 12 p., 125835.Research output: Contribution to journal › Article › peer-review
Open Access -
Low-carbon technology collaborative innovation in industrial cluster with social exclusion: An evolutionary game theory perspective
Zhou, K. & Ren, T., 8 Mar 2021, In: Chaos: An Interdisciplinary Journal of Nonlinear Science. 31, p. 1-12 12 p., 033124.Research output: Contribution to journal › Article › peer-review