Sotabase

Career

· Lecturer, The University of Sheffield2025–
· Lecturer (Assistant Professor), University of Liverpool2021–
· Non-Stipendiary Lecturer In Computer Science, University of Oxford2019–2021
· Postdoctoral Researcher, University of Oxford2019–2021
· Machine Learning Research Intern, Borealis AI2018–2018
· AI Research Intern, Microsoft2018–2018
· AI Research Intern, Tencent America2017–2017
· Doctor of Philosophy - PhD, Computer Science, 3.89, Washington State University2013–2018
· Front End Web Developer, 腾讯2012–2013

Publications (87)

Weighted QMIX: Expanding Monotonic Value Function Factorisation
Neural Information Processing Systems · 2020
433
cited
Interactive Learning from Policy-Dependent Human Feedback
International Conference on Machine Learning · 2017
331
cited
FACMAC: Factored Multi-Agent Centralised Policy Gradients
Neural Information Processing Systems · 2020
329
cited
RODE: Learning Roles to Decompose Multi-Agent Tasks
International Conference on Learning Representations · 2020
259
cited
Mechanical Properties Optimization of Poly-Ether-Ether-Ketone via Fused Deposition Modeling
Materials · 2018
241
cited
Laser beam oscillating welding of 5A06 aluminum alloys: Microstructure, porosity and mechanical properties
Optics and Laser Technology · 2019
226
cited
Wire and arc additive manufacturing of a Ni-rich NiTi shape memory alloy: Microstructure and mechanical properties
Additive Manufacturing · 2020
196
cited
Deep Multi-Agent Reinforcement Learning for Decentralized Continuous Cooperative Control
arXiv.org · 2020
96
cited
Efficient on-chip hotspot removal combined solution of thermoelectric cooler and mini-channel heat sink
2016
86
cited
Randomized Entity-wise Factorization for Multi-Agent Reinforcement Learning
International Conference on Machine Learning · 2020
79
cited
NO2 gas sensors based on CVD tungsten diselenide monolayer
2020
78
cited
Functional fatigue behavior of NiTi-Cu dissimilar laser welds
2017
65
cited
UneVEn: Universal Value Exploration for Multi-Agent Reinforcement Learning
International Conference on Machine Learning · 2020
59
cited
Laser welding of NiTi shape memory alloy wires and tubes for multi-functional design applications
2016
48
cited
Optimistic Exploration even with a Pessimistic Initialisation
International Conference on Learning Representations · 2020
48
cited
Regularized Softmax Deep Multi-Agent Q-Learning
Neural Information Processing Systems · 2021
42
cited
Fast approach of Pareto-optimal solution recommendation to multi-objective optimal design of serpentine-channel heat sink
2014
40
cited
Air Damping Analysis in Comb Microaccelerometer
2014
33
cited
Thermal Analysis and Experimental Validation of Laminar Heat Transfer and Pressure Drop in Serpentine Channel Heat Sinks for Electronic Cooling
2014
29
cited
Fabrication and characterization of a novel bionic manipulator using a laser processed NiTi shape memory alloy
Optics and Laser Technology · 2020
28
cited
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Bei Peng | Researcher Profile | Sotabase | Sotabase