Search Results for author: Yinqian Sun

Found 7 papers, 0 papers with code

Multi-compartment Neuron and Population Encoding improved Spiking Neural Network for Deep Distributional Reinforcement Learning

no code implementations18 Jan 2023 Yinqian Sun, Yi Zeng, Feifei Zhao, Zhuoya Zhao

In this paper, we proposed a brain-inspired SNN-based deep distributional reinforcement learning algorithm with combination of bio-inspired multi-compartment neuron (MCN) model and population coding method.

Atari Games Distributional Reinforcement Learning +2

BrainCog: A Spiking Neural Network based Brain-inspired Cognitive Intelligence Engine for Brain-inspired AI and Brain Simulation

no code implementations18 Jul 2022 Yi Zeng, Dongcheng Zhao, Feifei Zhao, Guobin Shen, Yiting Dong, Enmeng Lu, Qian Zhang, Yinqian Sun, Qian Liang, Yuxuan Zhao, Zhuoya Zhao, Hongjian Fang, Yuwei Wang, Yang Li, Xin Liu, Chengcheng Du, Qingqun Kong, Zizhe Ruan, Weida Bi

These brain-inspired AI models have been effectively validated on various supervised, unsupervised, and reinforcement learning tasks, and they can be used to enable AI models to be with multiple brain-inspired cognitive functions.

Decision Making

Quantum Superposition Inspired Spiking Neural Network

no code implementations23 Oct 2020 Yinqian Sun, Yi Zeng, Tielin Zhang

Despite advances in artificial intelligence models, neural networks still cannot achieve human performance, partly due to differences in how information is encoded and processed compared to human brain.

BIG-bench Machine Learning

Responsible Facial Recognition and Beyond

no code implementations19 Sep 2019 Yi Zeng, Enmeng Lu, Yinqian Sun, Ruochen Tian

Facial recognition is changing the way we live in and interact with our society.

Gait Recognition Iris Recognition

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