| 2026 | WSDM | ParaFormer: A Generalized PageRank Graph Transformer for Graph Representation Learning. | Chaohao Yuan, Zhenjie Song, Ercan Engin Kuruoglu, Kangfei Zhao, Yang Liu, Deli Zhao, Hong Cheng, Yu Rong |
| 2025 | AAAI | LLM-based Online Prediction of Time-varying Graph Signals (Student Abstract). | Dayu Qin, Yi Yan, Ercan Engin Kuruoglu |
| 2025 | ICASSP | Efficient Global Attention and Correlation-Aware Fusion for Hyperspectral Image Classification. | Hongkang Zhang, Shao-Lun Huang, Ercan Engin Kuruoglu |
| 2025 | IJCNN | Spectral Core Entropy Based Graph Data Generation Algorithm. | Dongdong Nian, Dayu Qin, Ercan Engin Kuruoglu |
| 2025 | IJCNN | Bayesian Graph Convolutional Neural Network with Noise Injection. | Dongdong Nian, Xueqiong Yuan, Ercan Engin Kuruoglu |
| 2025 | IJCNN | ASD Classification on Dynamic Brain Connectome using Temporal Random Walk with Transformer-based Dynamic Network Embedding. | Suchanuch Piriyasatit, Chaohao Yuan, Ercan Engin Kuruoglu |
| 2025 | IJCNN | Uncertainty Quantification With Noise Injection in Neural Networks: A Bayesian Perspective. | Xueqiong Yuan, Jipeng Li, Ercan Engin Kuruoglu |
| 2025 | IJCNN | On Sequential Maximum a Posteriori Inference for Continual Learning. | Menghao Waiyan William Zhu, Ercan Engin Kuruoglu |
| 2025 | MICCAI | BrainNetMLP: An Efficient and Effective Baseline for Functional Brain Network Classification. | Jiacheng Hou, Zhenjie Song, Ercan Engin Kuruoglu |
| 2024 | ICASSP | Sequential Monte Carlo Graph Convolutional Network for Dynamic Brain Connectivity. | Fengfan Zhao, Ercan Engin Kuruoglu |
| 2024 | IJCNN | Graph Structure Optimization using Simulated Annealing. | Dongdong Nian, Ercan Engin Kuruoglu |
| 2024 | IJCNN | Trustworthy Personalized Bayesian Federated Learning via Posterior Fine-Tune. | Chi Xu, Mengen Luo, Ercan Engin Kuruoglu |
| 2022 | ICLR | PAC-Bayes Information Bottleneck. | Zifeng Wang, Shao-Lun Huang, Ercan Engin Kuruoglu, Jimeng Sun, Xi Chen, Yefeng Zheng |
| 2021 | ICTAI | Enhancing Neural Network Based Hybrid Learning with Empirical Wavelet Transform for Time Series Forecasting. | Bunchalit Eua-Arporn, Shao-Lun Huang, Ercan Engin Kuruoglu |