📝 Publications
* denotes equal contribution & co-first authorship
2026
WWW 2026Multimodal Topic Discovery in Web Media via von Mises–Fisher Mixture Neural Topic Models, D. Guo*, Zhiwen Luo*, N. Bouguila, W. Fan. Proceedings of The Web Conference 2026. (Acceptance rate: 23%)ACM TKDDHyperspherical Representation Learning of Axial Data via Axial VAEs with Watson Distribution, Zhiwen Luo, W. Fan, M. Amayri, N. Bouguila. ACM Transactions on Knowledge Discovery from Data (TKDD).NeurocomputingAdaptive Deep Clustering via Disentangled Hyperspherical VAEs With Contrastive Geometry Optimization, Zhiwen Luo, W. Fan, M. Amayri, N. Bouguila. Neurocomputing.NNNeural Topic Modeling on Hyperspheres: Spherical Representation Learning with von Mises-Fisher Mixtures, D. Guo*, Zhiwen Luo*, N. Bouguila, W. Fan. Neural Networks.JDSAFlexible Priors for Cross-Collection Topic Modeling: An Approach with Generalized Dirichlet and Beta-Liouville Distributions, Zhiwen Luo, W. Fan, M. Amayri, N. Bouguila. International Journal of Data Science and Analytics (JDSA).
2025
BIBM 2025BiovMNVTM: A Geometry-Aware Neural Topic Model for Biomedical Text Analysis via von Mises–Fisher Mixtures, D. Guo*, Zhiwen Luo*, N. Bouguila, W. Fan. IEEE International Conference on Bioinformatics and Biomedicine (BIBM 2025). (Acceptance rate: 19.8%)KDD 2025Dynamic Deep Clustering of High-Dimensional Directional Data via Hyperspherical Embeddings with Bayesian Nonparametric Mixtures, Zhiwen Luo, W. Fan, M. Amayri, N. Bouguila. Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2025). (Acceptance rate: 19%).NNDisentangled Representation Learning for Multi-View Clustering via von Mises-Fisher Hyperspherical Embedding, Z. Li*, Zhiwen Luo*, N. Bouguila, W. Su, W. Fan. Neural Networks.DSAA 2025High-Dimensional Axial Data Clustering via Watson Mixture Variational Autoencoder, Zhiwen Luo, W. Fan, M. Amayri, N. Bouguila. IEEE DSAA 2025 Machine Learning Journal Track.
2024 and Earlier
ESWAParallel Inference for Cross-Collection Latent Generalized Dirichlet Allocation Model and Applications, Zhiwen Luo, M. Amayri, W. Fan, K. E. Ihou, N. Bouguila. Expert Systems with Applications.IEA/AIE 2023A Selective Supervised Latent Beta-Liouville Allocation for Document Classification, Zhiwen Luo, M. Amayri, W. Fan, N. Bouguila. Proceedings of the 36th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems (IEA/AIE 2023).Applied IntelligenceCross-Collection Latent Beta-Liouville Allocation Model Training with Privacy Protection and Applications, Zhiwen Luo, M. Amayri, W. Fan, N. Bouguila. Applied Intelligence.