Efficient speech command recognition leveraging spiking neural networks and progressive time-scaled curriculum distillation.

Zhengyu Ma

Jiaqi Wang 0003 Liutao Yu Liwei Huang Chenlin Zhou Han Zhang 0035 Zhenxi Song Honghai Liu 0001 Min Zhang 0005 Zhengyu Ma Zhiguo Zhang 0001 Efficient speech command recognition leveraging spiking neural networks and progressive time-scaled curriculum distillation. 108253 2026 195 Neural Networks https://doi.org/10.1016/j.neunet.2025.108253 db/journals/nn/nn195.html#WangYHZZSLZMZ26 streams/journals/nn

Kaiwei Che Wei Fang 0006 Peng Xue Yifan Huang 0002 Zhengyu Ma Yonghong Tian 0001 Parallel Training Time-to-First-Spike Spiking Neural Networks. 1712-1720 2026 AAAI https://doi.org/10.1609/aaai.v40i3.37149 conf/aaai/2026 db/conf/aaai/aaai2026.html#CheFXHMT26 Jiaqi Wang 0003 Liutao Yu Xiongri Shen Sihang Guo Chenlin Zhou Leilei Zhao Yi Zhong Zhiguo Zhang 0001 Zhengyu Ma SpikCommander: A High-performance Spiking Transformer with Multi-view Learning for Efficient Speech Command Recognition. 2119-2127 2026 AAAI https://doi.org/10.1609/aaai.v40i3.37194 conf/aaai/2026 db/conf/aaai/aaai2026.html#WangYSGZZZZM26 Chenlin Zhou Liutao Yu Zhaokun Zhou Han Zhang 0035 Jiaqi Wang 0003 Huihui Zhou Zhengyu Ma Yonghong Tian 0001 Spikingformer: A Key Foundation Model for Spiking Neural Networks. 2236-2244 2026 AAAI https://doi.org/10.1609/aaai.v40i3.37207 conf/aaai/2026 db/conf/aaai/aaai2026.html#ZhouYZZWZMT26 Zhengyu Ma Qifeng Zhou Improving Pseudo-Labeling and Representation Balance in Realistic Long-Tailed Semi-Supervised Learning. 535-543 2026 ICMR https://doi.org/10.1145/3805622.3810804 conf/mir/2026 db/conf/mir/icmr2026.html#MaZ26

Baiyu Chen Yujie Wu 0002 Siyuan Xu Peng Qu Dehua Wu Xu Chu Haodong Bian Shuo Zhang Bo Xu 0002 Youhui Zhang Zhengyu Ma Guoqi Li 0002 BrainFuse: a unified infrastructure integrating realistic biological modeling and core AI methodology. 2026 January abs/2601.21407 CoRR https://doi.org/10.48550/arXiv.2601.21407 db/journals/corr/corr2601.html#abs-2601-21407 streams/journals/corr

Sansheng Cao Zhengyu Ma Yonghong Tian 0001 Hierarchical Zero-Order Optimization for Deep Neural Networks. 2026 February abs/2602.10607 CoRR https://doi.org/10.48550/arXiv.2602.10607 db/journals/corr/corr2602.html#abs-2602-10607 streams/journals/corr

Chenlin Zhou Sihang Guo Jiaqi Wang 0003 Dongyang Ma Kaiwei Che Baiyu Chen Qingyan Meng Zhengyu Ma Yonghong Tian 0001 Winner-Take-All Spiking Transformer for Language Modeling. 2026 April abs/2604.11321 CoRR https://doi.org/10.48550/arXiv.2604.11321 db/journals/corr/corr2604.html#abs-2604-11321 streams/journals/corr

Chenlin Zhou Sihang Guo Jiaqi Wang 0003 Dongyang Ma Jin Cheng Qingyan Meng Zhengyu Ma Yonghong Tian 0001 Adaptive Spiking Neurons for Vision and Language Modeling. 2026 April abs/2604.12365 CoRR https://doi.org/10.48550/arXiv.2604.12365 db/journals/corr/corr2604.html#abs-2604-12365 streams/journals/corr

Sihang Guo Chenlin Zhou Jiaqi Wang 0003 Kehai Chen Qingyan Meng Zhengyu Ma BiSpikCLM: A Spiking Language Model integrating Softmax-Free Spiking Attention and Spike-Aware Alignment Distillation. 2026 May abs/2605.13859 CoRR https://doi.org/10.48550/arXiv.2605.13859 db/journals/corr/corr2605.html#abs-2605-13859 streams/journals/corr

Xueke Zhu Qingyan Meng Liutao Yu Wei Zhang 0161 Zhengyu Ma Huihui Zhou Yonghong Tian 0001 FSD-VLN: Fast-Slow Dual-System Modeling for Aerial Long-Horizon Vision-Language Navigation. 2026 July abs/2607.08359 CoRR https://doi.org/10.48550/arXiv.2607.08359 db/journals/corr/corr2607.html#abs-2607-08359 streams/journals/corr

Xu Liu 0006 Xiaopeng Fan 0001 Jianing Li 0001 Dianze Li Wei Zhang 0161 Zhengyu Ma Yonghong Tian 0001 High-Rate Monocular Depth Estimation via Cross Frame-Rate Collaboration of Frames and Events. 7332-7351 2025 October 133 Int. J. Comput. Vis. 10 https://doi.org/10.1007/s11263-025-02488-2 db/journals/ijcv/ijcv133.html#LiuFLLZMT25 streams/journals/ijcv

Wenyue Zhang Pingcheng Dong Lei Chen 0001 Zhengyu Ma Fengwei An Min-Pooling Cost Aggregation for Semi-Global Matching of Stereo Vision Processor. 258-262 2025 January 72 IEEE Trans. Circuits Syst. II Express Briefs 1 https://doi.org/10.1109/TCSII.2024.3463200 db/journals/tcasII/tcasII72.html#ZhangDCMA25 streams/journals/tcasII

Yizhou Wang Chenghao Chay Zhen Luo Shuren Mao Zhengyu Ma Jing Zhangh Chen Liu Shenmao Zhang Xiaoxiao Dai Qi Yang Deming Liu An Adaptive and Reconfigurable Hybrid Free-Space Optical and Millimeter-Wave Wireless Communication System. 1-4 2025 ECOC https://doi.org/10.1109/ECOC66593.2025.11262949 conf/ecoc/2025 db/conf/ecoc/ecoc2025.html#WangCLMMZLZDYL25 streams/conf/ecoc Xue Zhao Jiahao Zhou Zhengyu Ma Jing Zhang 0046 Shaohua Hu Zhaopeng Xu Bo Xu 0028 Kun Qiu Traceback-Assisted Simplified Soft-Output MLSE for 320 Gb/s PAM4 Transmissions. 1-4 2025 ECOC https://doi.org/10.1109/ECOC66593.2025.11263193 conf/ecoc/2025 db/conf/ecoc/ecoc2025.html#ZhaoZMZHXXQ25 streams/conf/ecoc Zhengyu Ma Xiaojia Jin Dongming Zhao Bo Wang 0011 Enhancing GraphRAG with Syntactic Knowledge and Mixture-of-Experts for Knowledge-Intensive QA. 645-652 2025 ICTAI https://doi.org/10.1109/ICTAI66417.2025.00093 conf/ictai/2025 db/conf/ictai/ictai2025.html#MaJZW25 streams/conf/ictai Dongyang Ma Zhengyu Ma Wei Zhang 0161 Yonghong Tian 0001 DSF-Net: Dynamic Sparse Fusion of Event-RGB via Spike-Triggered Attention for High-Speed Detection. 9006-9015 2025 ACM Multimedia https://doi.org/10.1145/3746027.3755846 conf/mm/2025 db/conf/mm/mm2025.html#MaM0025 Liwei Huang Zhengyu Ma Liutao Yu Huihui Zhou Yonghong Tian 0001 Time-Evolving Dynamical System for Learning Latent Representations of Mouse Visual Neural Activity. 2025 NeurIPS http://papers.nips.cc/paper_files/paper/2025/hash/be76ca290f1b30bd16cef178bfa8adbe-Abstract-Conference.html conf/nips/2025 db/conf/nips/neurips2025.html#HuangMYZT25 Jiaqi Wang 0003 Zhengyu Ma Xiongri Shen Chenlin Zhou Leilei Zhao Han Zhang 0035 Yi Zhong Siqi Cai Zhenxi Song Zhiguo Zhang 0001 S$^2$M-Former: Spiking Symmetric Mixing Branchformer for Brain Auditory Attention Detection. 2025 NeurIPS http://papers.nips.cc/paper_files/paper/2025/hash/b8330f5b70b3c53172417deac6f057b1-Abstract-Conference.html conf/nips/2025 db/conf/nips/neurips2025.html#WangMSZZZZCSZ25 Peng Xue Wei Fang 0006 Zhengyu Ma Zihan Huang Zhaokun Zhou Yonghong Tian 0001 Timothée Masquelier Huihui Zhou Multiplication-Free Parallelizable Spiking Neurons with Efficient Spatio-Temporal Dynamics. 2025 NeurIPS http://papers.nips.cc/paper_files/paper/2025/hash/5f40a99efedc1148a061d80201949c84-Abstract-Conference.html conf/nips/2025 db/conf/nips/neurips2025.html#XueFMHZTMZ25

Peng Xue Wei Fang 0006 Zhengyu Ma Zihan Huang Zhaokun Zhou Yonghong Tian 0001 Timothée Masquelier Huihui Zhou Channel-wise Parallelizable Spiking Neuron with Multiplication-free Dynamics and Large Temporal Receptive Fields. 2025 January abs/2501.14490 CoRR https://doi.org/10.48550/arXiv.2501.14490 db/journals/corr/corr2501.html#abs-2501-14490 streams/journals/corr

Jiaqi Wang 0003 Zhengyu Ma Xiongri Shen Chenlin Zhou Leilei Zhao Han Zhang 0035 Yi Zhong Siqi Cai Zhenxi Song Zhiguo Zhang 0001 S<sup>2</sup>M-Former: Spiking Symmetric Mixing Branchformer for Brain Auditory Attention Detection. 2025 August abs/2508.05164 CoRR https://doi.org/10.48550/arXiv.2508.05164 db/journals/corr/corr2508.html#abs-2508-05164 streams/journals/corr

Qingyan Meng Mingqing Xiao 0002 Zhengyu Ma Huihui Zhou Yonghong Tian 0001 Zhouchen Lin A Self-Ensemble Inspired Approach for Effective Training of Binary-Weight Spiking Neural Networks. 2025 August abs/2508.12609 CoRR https://doi.org/10.48550/arXiv.2508.12609 db/journals/corr/corr2508.html#abs-2508-12609 streams/journals/corr

Qiuyang Chen Huiqi Yang Qingyan Meng Zhengyu Ma One-Timestep is Enough: Achieving High-performance ANN-to-SNN Conversion via Scale-and-Fire Neurons. 2025 October abs/2510.23383 CoRR https://doi.org/10.48550/arXiv.2510.23383 db/journals/corr/corr2510.html#abs-2510-23383 streams/journals/corr

Jiaqi Wang 0003 Liutao Yu Xiongri Shen Sihang Guo Chenlin Zhou Leilei Zhao Yi Zhong Zhengyu Ma Zhiguo Zhang 0001 SpikCommander: A High-performance Spiking Transformer with Multi-view Learning for Efficient Speech Command Recognition. 2025 November abs/2511.07883 CoRR https://doi.org/10.48550/arXiv.2511.07883 db/journals/corr/corr2511.html#abs-2511-07883 streams/journals/corr

Han Zhang 0035 Qingyan Meng Jiaqi Wang 0003 Baiyu Chen Zhengyu Ma Xiaopeng Fan 0001 Temporal-adaptive Weight Quantization for Spiking Neural Networks. 2025 November abs/2511.17567 CoRR https://doi.org/10.48550/arXiv.2511.17567 db/journals/corr/corr2511.html#abs-2511-17567 streams/journals/corr

Yang Li 0203 Wei Wang 0209 Ming Wang Chunmeng Dou Zhengyu Ma Huihui Zhou Peng Zhang 0077 Nicola Lepri Xumeng Zhang Qing Luo Xiaoxin Xu Guanhua Yang Feng Zhang 0007 Ling Li 0013 Daniele Ielmini Ming Liu 0022 Binary-Stochasticity-Enabled Highly Efficient Neuromorphic Deep Learning Achieves Better-than-Software Accuracy. 2024 January 6 Adv. Intell. Syst. 1 https://doi.org/10.1002/aisy.202300399 db/journals/aisy/aisy6.html#LiWWDMZZLZLXYZLIL24

Haonan Qiu Munan Ning Zeyin Song Wei Fang 0006 Yanqi Chen Tao Sun Zhengyu Ma Li Yuan 0007 Yonghong Tian 0001 Self-architectural knowledge distillation for spiking neural networks. 106475 2024 178 Neural Networks https://doi.org/10.1016/j.neunet.2024.106475 db/journals/nn/nn178.html#QiuNSFCSMYT24

Jiaqi Wang 0003 Zhenxi Song Zhengyu Ma Xipeng Qiu Min Zhang 0005 Zhiguo Zhang 0001 Enhancing EEG-to-Text Decoding through Transferable Representations from Pre-trained Contrastive EEG-Text Masked Autoencoder. 7278-7292 2024 ACL (1) https://doi.org/10.18653/v1/2024.acl-long.393 https://aclanthology.org/2024.acl-long.393 https://www.wikidata.org/entity/Q131458031 conf/acl/2024-1 db/conf/acl/acl2024-1.html#WangSMQZZ24 Haonan Qiu Zeyin Song Yanqi Chen Munan Ning Wei Fang 0006 Tao Sun Zhengyu Ma Li Yuan 0007 Yonghong Tian 0001 Temporal Contrastive Learning for Spiking Neural Networks. 422-436 2024 ICANN (10) https://doi.org/10.1007/978-3-031-72359-9_31 conf/icann/2024-10 db/conf/icann/icann2024-10.html#QiuSCNFSMYT24 streams/conf/icann Liwei Huang Zhengyu Ma Liutao Yu Huihui Zhou Yonghong Tian 0001 Long-Range Feedback Spiking Network Captures Dynamic and Static Representations of the Visual Cortex under Movie Stimuli. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/155a94c71f0a2a3cb7eacbf733b5c64b-Abstract-Conference.html conf/nips/2024 db/conf/nips/neurips2024.html#HuangMYZ024 Chenlin Zhou Han Zhang 0035 Zhaokun Zhou Liutao Yu Liwei Huang Xiaopeng Fan 0001 Li Yuan 0007 Zhengyu Ma Huihui Zhou Yonghong Tian 0001 QKFormer: Hierarchical Spiking Transformer using Q-K Attention. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/179f5dcdeedc149443ebd3ba70811dbd-Abstract-Conference.html conf/nips/2024 db/conf/nips/neurips2024.html#ZhouZZYHF0MZ024 Xue Zhao Jiahao Zhou Jing Zhang Rui Wang Zhengyu Ma Shaohua Hu Bo Xu Kun Qiu Low-Complexity Multi-tap ET-DFE-PU for Soft-Input FEC in High-Speed IM/DD systems. 1-3 2024 OFC https://ieeexplore.ieee.org/document/10526610 conf/ofc/2024 db/conf/ofc/ofc2024.html#ZhaoZZWMHXQ24

Jiaqi Wang 0003 Zhenxi Song Zhengyu Ma Xipeng Qiu Min Zhang 0005 Zhiguo Zhang 0001 Enhancing EEG-to-Text Decoding through Transferable Representations from Pre-trained Contrastive EEG-Text Masked Autoencoder. 2024 abs/2402.17433 CoRR https://doi.org/10.48550/arXiv.2402.17433 db/journals/corr/corr2402.html#abs-2402-17433

Chenlin Zhou Han Zhang 0035 Zhaokun Zhou Liutao Yu Liwei Huang Xiaopeng Fan 0001 Li Yuan 0007 Zhengyu Ma Huihui Zhou Yonghong Tian 0001 QKFormer: Hierarchical Spiking Transformer using Q-K Attention. 2024 abs/2403.16552 CoRR https://doi.org/10.48550/arXiv.2403.16552 db/journals/corr/corr2403.html#abs-2403-16552

Chenlin Zhou Han Zhang 0035 Liutao Yu Yumin Ye Zhaokun Zhou Liwei Huang Zhengyu Ma Xiaopeng Fan 0001 Huihui Zhou Yonghong Tian 0001 Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods. 2024 abs/2405.04289 CoRR https://doi.org/10.48550/arXiv.2405.04289 db/journals/corr/corr2405.html#abs-2405-04289

Tianhe Ren Qing Jiang Shilong Liu 0004 Zhaoyang Zeng Wenlong Liu Han Gao Hongjie Huang Zhengyu Ma Xiaoke Jiang Yihao Chen Yuda Xiong Hao Zhang 0097 Feng Li 0040 Peijun Tang Kent Yu Lei Zhang 0001 Grounding DINO 1.5: Advance the "Edge" of Open-Set Object Detection. 2024 abs/2405.10300 CoRR https://doi.org/10.48550/arXiv.2405.10300 db/journals/corr/corr2405.html#abs-2405-10300

Liutao Yu Liwei Huang Chenlin Zhou Han Zhang 0035 Zhengyu Ma Huihui Zhou Yonghong Tian 0001 SVFormer: A Direct Training Spiking Transformer for Efficient Video Action Recognition. 2024 abs/2406.15034 CoRR https://doi.org/10.48550/arXiv.2406.15034 db/journals/corr/corr2406.html#abs-2406-15034

Liwei Huang Zhengyu Ma Liutao Yu Huihui Zhou Yonghong Tian 0001 Time-Dependent VAE for Building Latent Factor from Visual Neural Activity with Complex Dynamics. 2024 abs/2408.07908 CoRR https://doi.org/10.48550/arXiv.2408.07908 db/journals/corr/corr2408.html#abs-2408-07908 streams/journals/corr

Kaiwei Che Wei Fang 0006 Zhengyu Ma Li Yuan 0007 Timothée Masquelier Yonghong Tian 0001 ETTFS: An Efficient Training Framework for Time-to-First-Spike Neuron. 2024 abs/2410.23619 CoRR https://doi.org/10.48550/arXiv.2410.23619 db/journals/corr/corr2410.html#abs-2410-23619 streams/journals/corr

Tianhe Ren Yihao Chen Qing Jiang Zhaoyang Zeng Yuda Xiong Wenlong Liu Zhengyu Ma Junyi Shen Yuan Gao Xiaoke Jiang Xingyu Chen 0002 Zhuheng Song Yuhong Zhang Hongjie Huang Han Gao Shilong Liu 0004 Hao Zhang 0097 Feng Li 0040 Kent Yu Lei Zhang 0001 DINO-X: A Unified Vision Model for Open-World Object Detection and Understanding. 2024 abs/2411.14347 CoRR https://doi.org/10.48550/arXiv.2411.14347 db/journals/corr/corr2411.html#abs-2411-14347 streams/journals/corr

Xueke Zhu Wenjie Lin Yanyu Lin Wenxiang Cheng Zhengyu Ma Yonghong Tian 0001 Huihui Zhou Core Placement Optimization of Many-core Brain-Inspired Near-Storage Systems for Spiking Neural Network Training. 2024 abs/2411.19430 CoRR https://doi.org/10.48550/arXiv.2411.19430 db/journals/corr/corr2411.html#abs-2411-19430 streams/journals/corr

Mingjing Li Huihui Zhou Xiaofeng Xu Zhiwei Zhong Puli Quan Xueke Zhu Yanyu Lin Wenjie Lin Hongyu Guo Junchao Zhang Yunhao Ma Wei Wang 0016 Qingyan Meng Zhengyu Ma Guoqi Li 0002 Xiaoxin Cui Yonghong Tian 0001 A High Energy-Efficiency Multi-core Neuromorphic Architecture for Deep SNN Training. 2024 abs/2412.05302 CoRR https://doi.org/10.48550/arXiv.2412.05302 db/journals/corr/corr2412.html#abs-2412-05302 streams/journals/corr

Yifan Huang 0002 Wei Fang 0006 Zhengyu Ma Guoqi Li 0002 Yonghong Tian 0001 Flexible and Scalable Deep Dendritic Spiking Neural Networks with Multiple Nonlinear Branching. 2024 abs/2412.06355 CoRR https://doi.org/10.48550/arXiv.2412.06355 db/journals/corr/corr2412.html#abs-2412-06355 streams/journals/corr

Jiaqi Wang 0003 Liutao Yu Liwei Huang Chenlin Zhou Han Zhang 0035 Zhenxi Song Min Zhang 0005 Zhengyu Ma Zhiguo Zhang 0001 Efficient Speech Command Recognition Leveraging Spiking Neural Network and Curriculum Learning-based Knowledge Distillation. 2024 abs/2412.12858 CoRR https://doi.org/10.48550/arXiv.2412.12858 db/journals/corr/corr2412.html#abs-2412-12858 streams/journals/corr

Wenrui Li 0001 Zhengyu Ma Jinqiao Shi Xiaopeng Fan 0001 The Style Transformer With Common Knowledge Optimization for Image-Text Retrieval. 1197-1201 2023 30 IEEE Signal Process. Lett. https://doi.org/10.1109/LSP.2023.3310870 db/journals/spl/spl30.html#LiMSF23

Wenrui Li 0001 Zhengyu Ma Liang-Jian Deng Xiaopeng Fan 0001 Yonghong Tian 0001 Neuron-Based Spiking Transmission and Reasoning Network for Robust Image-Text Retrieval. 3516-3528 2023 July 33 IEEE Trans. Circuits Syst. Video Technol. 7 https://doi.org/10.1109/TCSVT.2022.3233042 db/journals/tcsv/tcsv33.html#LiMDFT23

Liwei Huang Zhengyu Ma Liutao Yu Huihui Zhou Yonghong Tian 0001 Deep Spiking Neural Networks with High Representation Similarity Model Visual Pathways of Macaque and Mouse. 31-39 2023 AAAI https://doi.org/10.1609/aaai.v37i1.25073 conf/aaai/2023 db/conf/aaai/aaai2023.html#HuangMYZ023 Yanqi Chen Zhengyu Ma Wei Fang 0006 Xiawu Zheng Zhaofei Yu Yonghong Tian 0001 A Unified Framework for Soft Threshold Pruning. 2023 ICLR https://openreview.net/forum?id=cCFqcrq0d8 conf/iclr/2023 db/conf/iclr/iclr2023.html#ChenMFZY023 Wenrui Li 0001 Zhengyu Ma Liang-Jian Deng Hengyu Man Xiaopeng Fan 0001 Modality-Fusion Spiking Transformer Network for Audio-Visual Zero-Shot Learning. 426-431 2023 ICME https://doi.org/10.1109/ICME55011.2023.00080 conf/icmcs/2023 db/conf/icmcs/icme2023.html#LiMDMF23 Wenrui Li 0001 Xi-Le Zhao Zhengyu Ma Xingtao Wang Xiaopeng Fan 0001 Yonghong Tian 0001 Motion-Decoupled Spiking Transformer for Audio-Visual Zero-Shot Learning. 3994-4002 2023 ACM Multimedia https://doi.org/10.1145/3581783.3611759 conf/mm/2023 db/conf/mm/mm2023.html#LiZMWFT23 Wenrui Li 0001 Zhengyu Ma Liang-Jian Deng Penghong Wang Jinqiao Shi Xiaopeng Fan 0001 Reservoir Computing Transformer for Image-Text Retrieval. 5605-5613 2023 ACM Multimedia https://doi.org/10.1145/3581783.3611758 conf/mm/2023 db/conf/mm/mm2023.html#LiMDWSF23 Wei Fang 0006 Zhaofei Yu Zhaokun Zhou Ding Chen Yanqi Chen Zhengyu Ma Timothée Masquelier Yonghong Tian 0001 Parallel Spiking Neurons with High Efficiency and Ability to Learn Long-term Dependencies. 2023 NeurIPS http://papers.nips.cc/paper_files/paper/2023/hash/a834ac3dfdb90da54292c2c932c997cc-Abstract-Conference.html conf/nips/2023 db/conf/nips/neurips2023.html#FangYZCCMMT23

Yanqi Chen Zhengyu Ma Wei Fang 0006 Xiawu Zheng Zhaofei Yu Yonghong Tian 0001 A Unified Framework for Soft Threshold Pruning. 2023 abs/2302.13019 CoRR https://doi.org/10.48550/arXiv.2302.13019 db/journals/corr/corr2302.html#abs-2302-13019

Wenrui Li 0001 Zhengyu Ma Jinqiao Shi Xiaopeng Fan 0001 The style transformer with common knowledge optimization for image-text retrieval. 2023 abs/2303.00448 CoRR https://doi.org/10.48550/arXiv.2303.00448 db/journals/corr/corr2303.html#abs-2303-00448

Liwei Huang Zhengyu Ma Liutao Yu Huihui Zhou Yonghong Tian 0001 Deep Spiking Neural Networks with High Representation Similarity Model Visual Pathways of Macaque and Mouse. 2023 abs/2303.06060 CoRR https://doi.org/10.48550/arXiv.2303.06060 db/journals/corr/corr2303.html#abs-2303-06060

Chenlin Zhou Liutao Yu Zhaokun Zhou Han Zhang 0035 Zhengyu Ma Huihui Zhou Yonghong Tian 0001 Spikingformer: Spike-driven Residual Learning for Transformer-based Spiking Neural Network. 2023 abs/2304.11954 CoRR https://doi.org/10.48550/arXiv.2304.11954 db/journals/corr/corr2304.html#abs-2304-11954

Wei Fang 0006 Zhaofei Yu Zhaokun Zhou Yanqi Chen Zhengyu Ma Timothée Masquelier Yonghong Tian 0001 Parallel Spiking Neurons with High Efficiency and Long-term Dependencies Learning Ability. 2023 abs/2304.12760 CoRR https://doi.org/10.48550/arXiv.2304.12760 db/journals/corr/corr2304.html#abs-2304-12760

Yang Li 0203 Wei Wang 0209 Ming Wang Chunmeng Dou Zhengyu Ma Huihui Zhou Peng Zhang 0077 Nicola Lepri Xumeng Zhang Qing Luo Xiaoxin Xu Guanhua Yang Feng Zhang 0007 Ling Li 0013 Daniele Ielmini Ming Liu 0022 Binary stochasticity enabled highly efficient neuromorphic deep learning achieves better-than-software accuracy. 2023 abs/2304.12866 CoRR https://doi.org/10.48550/arXiv.2304.12866 db/journals/corr/corr2304.html#abs-2304-12866

Chenlin Zhou Han Zhang 0035 Zhaokun Zhou Liutao Yu Zhengyu Ma Huihui Zhou Xiaopeng Fan 0001 Yonghong Tian 0001 Enhancing the Performance of Transformer-based Spiking Neural Networks by SNN-optimized Downsampling with Precise Gradient Backpropagation. 2023 abs/2305.05954 CoRR https://doi.org/10.48550/arXiv.2305.05954 db/journals/corr/corr2305.html#abs-2305-05954

Haonan Qiu Zeyin Song Yanqi Chen Munan Ning Wei Fang 0006 Tao Sun Zhengyu Ma Li Yuan 0007 Yonghong Tian 0001 Temporal Contrastive Learning for Spiking Neural Networks. 2023 abs/2305.13909 CoRR https://doi.org/10.48550/arXiv.2305.13909 db/journals/corr/corr2305.html#abs-2305-13909

Kaiwei Che Zhaokun Zhou Zhengyu Ma Wei Fang 0006 Yanqi Chen Shuaijie Shen Li Yuan 0007 Yonghong Tian 0001 Auto-Spikformer: Spikformer Architecture Search. 2023 abs/2306.00807 CoRR https://doi.org/10.48550/arXiv.2306.00807 db/journals/corr/corr2306.html#abs-2306-00807

Liwei Huang Zhengyu Ma Huihui Zhou Yonghong Tian 0001 Deep recurrent spiking neural networks capture both static and dynamic representations of the visual cortex under movie stimuli. 2023 abs/2306.01354 CoRR https://doi.org/10.48550/arXiv.2306.01354 db/journals/corr/corr2306.html#abs-2306-01354

Yanqi Chen Zhaofei Yu Wei Fang 0006 Zhengyu Ma Tiejun Huang 0001 Yonghong Tian 0001 State Transition of Dendritic Spines Improves Learning of Sparse Spiking Neural Networks. 3701-3715 2022 ICML https://proceedings.mlr.press/v162/chen22ac.html conf/icml/2022 db/conf/icml/icml2022.html#ChenYFM0022

Zhengyu Ma Hong Seo Ryoo Spherical Classification of Data, a New Rule-Based Learning Method. 44-71 2021 38 J. Classif. 1 https://doi.org/10.1007/s00357-019-09355-z db/journals/classification/classification38.html#MaR21

Jingping Qiu Zhenbang Guo Long Li 0016 Shiyu Zhang Yingliang Zhao Zhengyu Ma A Hybrid Artificial Intelligence Model for Predicting the Strength of Foam-Cemented Paste Backfill. 84569-84583 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.2992595 db/journals/access/access8.html#QiuGLZZM20

Guizhong Tian Wei Zhang 0136 Zhengyu Ma Honggen Zhou Xuwen Jing Guochao Li Modeling and Analysis of the Reliability of Machining Process of Diesel Engine Blocks Based on PFMECA. 124759-124773 2019 7 IEEE Access https://doi.org/10.1109/ACCESS.2019.2938625 db/journals/access/access7.html#TianZMZJL19

Zhengyu Ma Tianjiao Qi James Route Amir Ziai Mining Data from the Congressional Record. 2019 abs/1906.00529 CoRR http://arxiv.org/abs/1906.00529 db/journals/corr/corr1906.html#abs-1906-00529

Zhengyu Ma Quansheng Guan Fei Ji 0001 Hua Yu 0001 Fangjiong Chen An Efficient and Low-Signaling Opportunistic Routing for Underwater Acoustic Sensor Networks. 22-29 2017 ICISA https://doi.org/10.1007/978-981-10-4154-9_3 conf/icisa/2017 db/conf/icisa/icisa2017.html#MaGJYC17 Fengwei An Haodong Bian Siqi Cai Sansheng Cao Chenghao Chay Kaiwei Che Baiyu Chen Ding Chen Fangjiong Chen Kehai Chen Lei Chen 0001 Qiuyang Chen Xingyu Chen 0002 Yanqi Chen Yihao Chen Jin Cheng Wenxiang Cheng Xu Chu Xiaoxin Cui Xiaoxiao Dai Liang-Jian Deng Pingcheng Dong Chunmeng Dou Xiaopeng Fan 0001 Wei Fang 0006 Han Gao Yuan Gao Quansheng Guan Hongyu Guo Sihang Guo Zhenbang Guo Shaohua Hu Hongjie Huang Liwei Huang Tiejun Huang 0001 Yifan Huang 0002 Zihan Huang Daniele Ielmini Fei Ji 0001 Qing Jiang Xiaoke Jiang Xiaojia Jin Xuwen Jing Nicola Lepri Dianze Li Feng Li 0040 Guochao Li Guoqi Li 0002 Jianing Li 0001 Ling Li 0013 Long Li 0016 Mingjing Li Wenrui Li 0001 Yang Li 0203 Wenjie Lin Yanyu Lin Zhouchen Lin Chen Liu Deming Liu Honghai Liu 0001 Ming Liu 0022 Shilong Liu 0004 Wenlong Liu Xu Liu 0006 Qing Luo Zhen Luo Dongyang Ma Yunhao Ma Hengyu Man Shuren Mao Timothée Masquelier Qingyan Meng Munan Ning Tianjiao Qi Haonan Qiu Jingping Qiu Kun Qiu Xipeng Qiu Peng Qu Puli Quan Tianhe Ren James Route Hong Seo Ryoo Junyi Shen Shuaijie Shen Xiongri Shen Jinqiao Shi Zeyin Song Zhenxi Song Zhuheng Song Tao Sun Peijun Tang Guizhong Tian Yonghong Tian 0001 Bo Wang 0011 Jiaqi Wang 0003 Ming Wang Penghong Wang Rui Wang Wei Wang 0016 Wei Wang 0209 Xingtao Wang Yizhou Wang Dehua Wu Yujie Wu 0002 Mingqing Xiao 0002 Yuda Xiong Bo Xu Bo Xu 0002 Bo Xu 0028 Siyuan Xu Xiaofeng Xu Xiaoxin Xu Zhaopeng Xu Peng Xue Guanhua Yang Huiqi Yang Qi Yang Yumin Ye Hua Yu 0001 Kent Yu Liutao Yu Zhaofei Yu Li Yuan 0007 Zhaoyang Zeng Feng Zhang 0007 Han Zhang 0035 Hao Zhang 0097 Jing Zhang Jing Zhang 0046 Junchao Zhang Lei Zhang 0001 Min Zhang 0005 Peng Zhang 0077 Shenmao Zhang Shiyu Zhang Shuo Zhang Wei Zhang 0136 Wei Zhang 0161 Wenyue Zhang Xumeng Zhang Youhui Zhang Yuhong Zhang Zhiguo Zhang 0001 Jing Zhangh Dongming Zhao Leilei Zhao Xi-Le Zhao Xue Zhao Yingliang Zhao Xiawu Zheng Yi Zhong Zhiwei Zhong Chenlin Zhou Honggen Zhou Huihui Zhou Jiahao Zhou Qifeng Zhou Zhaokun Zhou Xueke Zhu Amir Ziai