Siyang Leng

According to our database, Siyang Leng authored at least 20 papers between 2020 and 2026.

Collaborative distances:

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

2026

Multi-head graph contrastive learning with hop augmentation for node classification.

Minhao Zou, Yutong Wang, Xiaofeng Meng, Zhongxue Gan, Chun Guan, Siyang Leng

Pattern Recognit., 2026

2025

Topology-preserving and structure-aware (hyper)graph contrastive learning for node classification.

Minhao Zou, Zhongxue Gan, Yutong Wang, Junheng Zhang, Chun Guan, Siyang Leng

Appl. Intell., May, 2025

Hidden Markov Model Filtering with Equal Exit Probabilities.

Dongyan Sui, Haotian Pu, Siyang Leng, Stefan Vlaski

CoRR, April, 2025

Decentralized Hidden Markov Modeling with Equal Exit Probabilities.

Dongyan Sui, Haitian Zheng, Siyang Leng, Stefan Vlaski

CoRR, March, 2025

Robust graph contrastive learning with multi-hop views for node classification.

Yutong Wang, Junheng Zhang, Ren Cao, Minhao Zou, Chun Guan, Siyang Leng

Appl. Soft Comput., 2025

Multi-hop Self-augmented Graph Contrastive Learning for Node Classification.

Yutong Wang, Xiaofeng Meng, Minhao Zou, Siyang Leng

Proceedings of the 2025 IEEE International Conference on Acoustics, 2025

2024

Enhancing Time Series Predictability via Structure-Aware Reservoir Computing.

Suzhen Guo, Chun Guan, Siyang Leng

Adv. Intell. Syst., November, 2024

UniG-Encoder: A universal feature encoder for graph and hypergraph node classification.

Minhao Zou, Zhongxue Gan, Yutong Wang, Junheng Zhang, Dongyan Sui, Chun Guan, Siyang Leng

Pattern Recognit., March, 2024

Physically-guided temporal diffusion transformer for long-term time series forecasting.

Zeqi Ren, Jianbo Yu, Jian Huang, Xiaofeng Yang, Siyang Leng, Yuping Liu, Shifu Yan

Knowl. Based Syst., 2024

Utilizing Causal Network Markers to Identify Tipping Points ahead of Critical Transition.

Shirui Bian, Zezhou Wang, Siyang Leng, Wei Lin, Jifan Shi

CoRR, 2024

Deciphering interventional dynamical causality from non-intervention systems.

Jifan Shi, Yang Li, Juan Zhao, Siyang Leng, Kazuyuki Aihara, Luonan Chen, Wei Lin

CoRR, 2024

Non-Bayesian Social Learning with Multiview Observations.

Dongyan Sui, Weichen Cao, Stefan Vlaski, Chun Guan, Siyang Leng

Proceedings of the 63rd IEEE Conference on Decision and Control, 2024

2023

Feedback coupling induced synchronization of neural networks.

Zhihao Zuo, Ruizhi Cao, Zhongxue Gan, Jiawen Hou, Chun Guan, Siyang Leng

Neurocomputing, September, 2023

Distributed Consensus Algorithms in Sensor Networks with Higher-Order Topology.

Qianyi Chen, Wenyuan Shi, Dongyan Sui, Siyang Leng

Entropy, August, 2023

Similarity-navigated graph neural networks for node classification.

Minhao Zou, Zhongxue Gan, Ruizhi Cao, Chun Guan, Siyang Leng

Inf. Sci., July, 2023

Reviving the Dynamics of Attacked Reservoir Computers.

Ruizhi Cao, Chun Guan, Zhongxue Gan, Siyang Leng

Entropy, March, 2023

Tuning Convergence Rate Via Non-Bayesian Social Learning: A Trade-Off Between Internal Belief and External Information.

Dongyan Sui, Chun Guan, Zhongxue Gan, Wei Lin, Siyang Leng

Proceedings of the 62nd IEEE Conference on Decision and Control, 2023

2022

Deep Reinforcement Learning with Parametric Episodic Memory.

Kangkang Chen, Zhongxue Gan, Siyang Leng, Chun Guan

Proceedings of the International Joint Conference on Neural Networks, 2022

2021

Feature Adaption with Predicted Boxes for Oriented Object Detection in Aerial Images.

Minhao Zou, Ziye Hu, Yuxiang Guan, Zhongxue Gan, Chun Guan, Siyang Leng

Proceedings of the PRICAI 2021: Trends in Artificial Intelligence, 2021

2020

Common stochastic inputs induce neuronal transient synchronization with partial reset.

Siyang Leng, Kazuyuki Aihara

Neural Networks, 2020