Yansong Chua

According to our database, Yansong Chua authored at least 35 papers between 2015 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

FPCS: Feature Preserving Compensated Sampling of Streaming Time Series Data.

Hongyan Li, Bo Yang, Yansong Chua

IEEE Trans. Vis. Comput. Graph., January, 2025

motorSRNN: A spiking recurrent neural network inspired by brain topology for the effective and efficient decoding of cortical spike trains.

Tengjun Liu, Yansong Chua, Yuxiao Ning, Pengfu Liu, Yiwei Zhang, Tuoru Li, Guihua Wan, Zijun Wan, Weidong Chen, Shaomin Zhang

Biomed. Signal Process. Control., 2025

2024

Decoding finger velocity from cortical spike trains with recurrent spiking neural networks.

Tengjun Liu, Julia Gygax, Julian Rossbroich, Yansong Chua, Shaomin Zhang, Friedemann Zenke

CoRR, 2024

Towards Open-World Mobile Manipulation in Homes: Lessons from the Neurips 2023 HomeRobot Open Vocabulary Mobile Manipulation Challenge.

Sriram Yenamandra, Arun Ramachandran, Mukul Khanna, Karmesh Yadav, Jay Vakil, Andrew Melnik, Michael Büttner, Leon Harz, Lyon Brown, Gora Chand Nandi, Arjun P. S, Gaurav Kumar Yadav, Rahul Kala, Robert Haschke, Yang Luo, Jinxin Zhu, Yansen Han, Bingyi Lu, Xuan Gu, Qinyuan Liu, Yaping Zhao, Qiting Ye, Chenxiao Dou, Yansong Chua, Volodymyr Kuzma, Vladyslav Humennyy, Ruslan Partsey, Jonathan Francis, Devendra Singh Chaplot, Gunjan Chhablani, Alexander Clegg, Théophile Gervet, Vidhi Jain, Ram Ramrakhya, Andrew Szot, Austin S. Wang, Tsung-Yen Yang, Aaron Edsinger, Charles C. Kemp, Binit Shah, Zsolt Kira, Dhruv Batra, Roozbeh Mottaghi, Yonatan Bisk, Chris Paxton

CoRR, 2024

Spiking Structured State Space Model for Monaural Speech Enhancement.

Yu Du, Xu Liu, Yansong Chua

Proceedings of the IEEE International Conference on Acoustics, 2024

2023

A Tandem Learning Rule for Effective Training and Rapid Inference of Deep Spiking Neural Networks.

Jibin Wu, Yansong Chua, Malu Zhang, Guoqi Li, Haizhou Li, Kay Chen Tan

IEEE Trans. Neural Networks Learn. Syst., 2023

Emergent Bio-Functional Similarities in a Cortical-Spike-Train-Decoding Spiking Neural Network Facilitate Predictions of Neural Computation.

Tengjun Liu, Yansong Chua, Yiwei Zhang, Yuxiao Ning, Pengfu Liu, Guihua Wan, Zijun Wan, Shaomin Zhang, Weidong Chen

CoRR, 2023

Adaptive Axonal Delays in Feedforward Spiking Neural Networks for Accurate Spoken Word Recognition.

Pengfei Sun, Ehsan Eqlimi, Yansong Chua, Paul Devos, Dick Botteldooren

Proceedings of the IEEE International Conference on Acoustics, 2023

Modularity Facilitates Classification Performance of Spiking Neural Networks for Decoding Cortical Spike Trains.

Tengjun Liu, Yuxiao Ning, Pengfu Liu, Yiwei Zhang, Yansong Chua, Weidong Chen, Shaomin Zhang

Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2023

2022

SoftHebb: Bayesian inference in unsupervised Hebbian soft winner-take-all networks.

Timoleon Moraitis, Dmitry Toichkin, Adrien Journé, Yansong Chua, Qinghai Guo

Neuromorph. Comput. Eng., December, 2022

Rectified Linear Postsynaptic Potential Function for Backpropagation in Deep Spiking Neural Networks.

Malu Zhang, Jiadong Wang, Jibin Wu, Ammar Belatreche, Burin Amornpaisannon, Zhixuan Zhang, Venkata Pavan Kumar Miriyala, Hong Qu, Yansong Chua, Trevor E. Carlson, Haizhou Li

IEEE Trans. Neural Networks Learn. Syst., 2022

Gradient Mask: Lateral Inhibition Mechanism Improves Performance in Artificial Neural Networks.

Lei Jiang, Yongqing Liu, Shihai Xiao, Yansong Chua

CoRR, 2022

Training Spiking Neural Networks with Local Tandem Learning.

Qu Yang, Jibin Wu, Malu Zhang, Yansong Chua, Xinchao Wang, Haizhou Li

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021

SoftHebb: Bayesian inference in unsupervised Hebbian soft winner-take-all networks.

Timoleon Moraitis, Dmitry Toichkin, Yansong Chua, Qinghai Guo

CoRR, 2021

2020

Supervised learning in spiking neural networks with synaptic delay-weight plasticity.

Malu Zhang, Jibin Wu, Ammar Belatreche, Zihan Pan, Xiurui Xie, Yansong Chua, Guoqi Li, Hong Qu, Haizhou Li

Neurocomputing, 2020

Spike-Timing-Dependent Back Propagation in Deep Spiking Neural Networks.

Malu Zhang, Jiadong Wang, Zhixuan Zhang, Ammar Belatreche, Jibin Wu, Yansong Chua, Hong Qu, Haizhou Li

CoRR, 2020

Fast Texture Classification Using Tactile Neural Coding and Spiking Neural Network.

Tasbolat Taunyazov, Yansong Chua, Ruihan Gao, Harold Soh, Yan Wu

Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2020

Classifying Neuromorphic Datasets with Tempotron and Spike Timing Dependent Plasticity.

Laxmi R. Iyer, Yansong Chua

Proceedings of the 2020 International Joint Conference on Neural Networks, 2020

2019

Transfer Learning in General Lensless Imaging through Scattering Media.

Yukuan Yang, Lei Deng, Peng Jiao, Yansong Chua, Jing Pei, Cheng Ma, Guoqi Li

CoRR, 2019

An efficient and perceptually motivated auditory neural encoding and decoding algorithm for spiking neural networks.

Zihan Pan, Yansong Chua, Jibin Wu, Malu Zhang, Haizhou Li, Eliathamby Ambikairajah

CoRR, 2019

A Hybrid Learning Rule for Efficient and Rapid Inference with Spiking Neural Networks.

Jibin Wu, Yansong Chua, Malu Zhang, Guoqi Li, Haizhou Li, Kay Chen Tan

CoRR, 2019

Hardware-friendly Neural Network Architecture for Neuromorphic Computing.

Roshan Gopalakrishnan, Yansong Chua, Ashish Jith Sreejith Kumar

CoRR, 2019

MaD: Mapping and debugging framework for implementing deep neural network onto a neuromorphic chip with crossbar array of synapses.

Roshan Gopalakrishnan, Ashish Jith Sreejith Kumar, Yansong Chua

CoRR, 2019

Robust Sound Recognition: A Neuromorphic Approach.

Jibin Wu, Zihan Pan, Malu Zhang, Rohan Kumar Das, Yansong Chua, Haizhou Li

Proceedings of the 20th Annual Conference of the International Speech Communication Association, 2019

Competitive STDP-based Feature Representation Learning for Sound Event Classification.

Jibin Wu, Malu Zhang, Haizhou Li, Yansong Chua

Proceedings of the International Joint Conference on Neural Networks, 2019

Deep Spiking Neural Network with Spike Count based Learning Rule.

Jibin Wu, Yansong Chua, Malu Zhang, Qu Yang, Guoqi Li, Haizhou Li

Proceedings of the International Joint Conference on Neural Networks, 2019

Neural Population Coding for Effective Temporal Classification.

Zihan Pan, Jibin Wu, Malu Zhang, Haizhou Li, Yansong Chua

Proceedings of the International Joint Conference on Neural Networks, 2019

MPD-AL: An Efficient Membrane Potential Driven Aggregate-Label Learning Algorithm for Spiking Neurons.

Malu Zhang, Jibin Wu, Yansong Chua, Xiaoling Luo, Zihan Pan, Dan Liu, Haizhou Li

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018

Is Neuromorphic MNIST neuromorphic? Analyzing the discriminative power of neuromorphic datasets in the time domain.

Laxmi R. Iyer, Yansong Chua, Haizhou Li

CoRR, 2018

A Biologically Plausible Speech Recognition Framework Based on Spiking Neural Networks.

Jibin Wu, Yansong Chua, Haizhou Li

Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

An Event-Based Cochlear Filter Temporal Encoding Scheme for Speech Signals.

Zihan Pan, Haizhou Li, Jibin Wu, Yansong Chua

Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

Classifying Neuromorphic Data Using a Deep Learning Framework for Image Classification.

Roshan Gopalakrishnan, Yansong Chua, Laxmi R. Iyer

Proceedings of the 15th International Conference on Control, 2018

2017

Multiple Plasticity Mechanisms Enhance Associative Memory Retrieval in a Spiking Network Model of the Hippocampus.

Yansong Chua, Cheston Tan

Proceedings of the 2017 AAAI Spring Symposia, 2017

2016

Effects of Calcium Spikes in the Layer 5 Pyramidal Neuron on Coincidence Detection and Activity Propagation.

Yansong Chua, Abigail Morrison

Frontiers Comput. Neurosci., 2016

2015

Modeling the calcium spike as a threshold triggered fixed waveform for synchronous inputs in the fluctuation regime.

Yansong Chua, Moritz Helias, Abigail Morrison

Frontiers Comput. Neurosci., 2015