| 2024 | ICONIP | A Leaky Wang kWTA. | John Sum, Andrew Chi-Sing Leung, Janet C. C. Chang |
| 2024 | ICONIP | Outlier-Robust Range-Based Method for Estimating the Location and Velocity of a Moving Source Using LPNN. | Wenxin Xiong, Keyuan Hu, Jiajun He, Chi-Sing Leung, Hing Cheung So, John Sum |
| 2023 | ICONIP | A Distributed kWTA for Decentralized Auctions. | Gary Sum, John Sum, Andrew Chi-Sing Leung, Janet C. C. Chang |
| 2022 | ICONIP | Effect of Logistic Activation Function and Multiplicative Input Noise on DNN-kWTA Model. | Wenhao Lu, Chi-Sing Leung, John Sum |
| 2020 | ICONIP | Analysis on the Boltzmann Machine with Random Input Drifts in Activation Function. | Wenhao Lu, Chi-Sing Leung, John Sum |
| 2020 | ICONIP | Constrained Center Loss for Image Classification. | Zhanglei Shi, Hao Wang, Chi-Sing Leung, John Sum |
| 2019 | ICONIP | Fault Tolerant Broad Learning System. | Muideen Adegoke, Chi-Sing Leung, John Sum |
| 2019 | ICONIP | Analysis on Dropout Regularization. | John Sum, Chi-Sing Leung |
| 2019 | ICONIP | Explicit Center Selection and Training for Fault Tolerant RBF Networks. | Hiu Tung Wong, Zhenni Wang, Chi-Sing Leung, John Sum |
| 2018 | ICONIP | A Robust LPNN Technique for Target Localization Under Hybrid TOA/AOA Measurements. | Muideen Adegoke, Andrew Chi-Sing Leung, John Sum |
| 2018 | ICONIP | Fault-Resistant Algorithms for Single Layer Neural Networks. | Muideen Adegoke, Andrew Chi-Sing Leung, John Sum |
| 2018 | ICONIP | MCP Based Noise Resistant Algorithm for Training RBF Networks and Selecting Centers. | Hao Wang, Andrew Chi-Sing Leung, John Sum |
| 2017 | SMC | Scheduling jobs with multitasking and asymmetric switching costs. | Kevin I.-J. Ho, John Sum |
| 2016 | ICONIP | Analysis of the DNN-kWTA Network Model with Drifts in the Offset Voltages of Threshold Logic Units. | Ruibin Feng, Chi-Sing Leung, John Sum |
| 2015 | ICONIP | Non-Line-of-Sight Mitigation via Lagrange Programming Neural Networks in TOA-Based Localization. | Zi-Fa Han, Chi-Sing Leung, Hing-Cheung So, John Sum, Anthony G. Constantinides |
| 2015 | ICONIP | Noise on Gradient Systems with Forgetting. | Chang Su, John Sum, Chi-Sing Leung, Kevin I.-J. Ho |
| 2015 | SMC | Analysis on the Effect of Multitasking. | John Sum, Kevin Ho |
| 2014 | ICONIP | The Performance of the Stochastic DNN-kWTA Network. | Ruibin Feng, Chi-Sing Leung, Kai-Tat Ng, John Sum |
| 2011 | ICONIP | Regularizer for Co-existing of Open Weight Fault and Multiplicative Weight Noise. | Chi-Sing Leung, John Sum |
| 2011 | ICONIP | Recovery of Sparse Signal from an Analog Network Model. | Chi-Sing Leung, John Sum, Ping-Man Lam, Anthony G. Constantinides |
| 2011 | ICONIP | Analysis on Wang's kWTA with Stochastic Output Nodes. | John Sum, Chi-Sing Leung, Kevin Ho |
| 2010 | ICONIP | Lagrange Programming Neural Networks for Compressive Sampling. | Ping-Man Lam, Chi-Sing Leung, John Sum, Anthony G. Constantinides |
| 2010 | ICONIP | Generalization Error of Faulty MLPs with Weight Decay Regularizer. | Chi-Sing Leung, John Sum, Shue Kwan Mak |
| 2009 | ICONIP | SNIWD: Simultaneous Weight Noise Injection with Weight Decay for MLP Training. | John Sum, Kevin Ho |
| 2008 | ICONIP | On Weight-Noise-Injection Training. | Kevin Ho, Chi-Sing Leung, John Sum |
| 2008 | ICONIP | On Node-Fault-Injection Training of an RBF Network. | John Sum, Chi-Sing Leung, Kevin Ho |
| 2008 | ISDA | Equivalence between Weight Decay Learning and Explicit Regularization to Improve Fault Tolerance of RBF. | John Sum, Wun-He Luo, Yung-Fa Huang, You-Ting Jheng |
| 2007 | ISPA | Fault Tolerance of Connectivity Performance in CDMA-Based Wireless Sensor Networks. | Yung-Fa Huang, Ching-Mu Chen, Tsair-Rong Chen, Jong-Shin Chen, John Sum |
| 2007 | ISPA | Lifetime Performance of an Energy Efficient Clustering Algorithm for Cluster-Based Wireless Sensor Networks. | Yung-Fa Huang, Wun-He Luo, John Sum, Lin-Huang Chang, Chih-Wei Chang, Rung Ching Chen |
| 2006 | GPC | Pricing Web Services. | Kevin Ho, John Sum, Gilbert H. Young |
| 2006 | ICONIP | Prediction Error of a Fault Tolerant Neural Network. | John Sum, Andrew Chi-Sing Leung, Kevin Ho |
| 2005 | PDPTA | Analysis on the Session Life Time Distribution of Gnutella. | John Sum, Kevin Ho, Chung W. Ng, C. S. Wong, Gilbert H. Young |
| 2004 | PDPTA | A Novel Connection Algorithm for P2P Network. | John Sum, Siu-Chung Lau |
| 2004 | PDPTA | A Study of the Connectedness of Gnutella. | John Sum, Mingshu Li, Chung W. Ng, Tony Wong, Gilbert H. Young |
| 2003 | PDPTA | On Two Allocation Methods for Web Services. | John Sum, Jie Wu |
| 2003 | PDPTA | Asymptotic Analysis on an Unbounded Zero-One Knapsack with Discrete-Sized Objects. | John Sum, Jie Wu |
| 2003 | SMC | Two alternative soft self-organizing maps: their algorithms and applications. | John Sum |
| 2000 | PDPTA | Efficient Dynamic Group Membership Updating for On-Line Communication in Optical WDM Networks (Preliminary Version). | Hong Shen, John Sum, Gilbert H. Young, Susumu Horiguchi |
| 2000 | PDPTA | Efficient Algorithms for On-line Communication in Optical WDM Networks (Preliminary Version). | Hong Shen, John Sum, Gilbert H. Young, Susumu Horiguchi |