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Jul 2026

Spiking neural network-based decision framework for real-time-ball-on-plate balancing: Sim-to-real

This paper integrates reinforcement learning with reward-modulated, bio-inspired SNNs that employ reward-modulated spike-timing-dependent plasticity (R-STDP) to address real-time control tasks and reconstructs the task-oriented state space and reward mechanism to realize a cross-task control framework.

Yijing Fan, Chun Zhao, Lin Zhang · 0 citations