Select Publications
Books
, 2023, Correction to: Machine Learning and Knowledge Discovery in Databases: Applied Data Science and Demo Track (LNAI 14175 (10.1007/978-3-031-43430-3_1)), http://dx.doi.org/10.1007/978-3-031-43430-3_34
Book Chapters
, 2026, 'PINN-Cast: Exploring the Role of Continuous-Depth NODE in Transformers and Physics Informed Loss as Soft Physical Constraints in Short-Term Weather Forecasting', in , pp. 109 - 122, http://dx.doi.org/10.1007/978-3-032-29924-6_8
, 2023, 'Continually Learning Out-of-Distribution Spatiotemporal Data for Robust Energy Forecasting', in , pp. 3 - 19, http://dx.doi.org/10.1007/978-3-031-43430-3_1
, 2023, 'Correction to: Continually Learning Out-of-Distribution Spatiotemporal Data for Robust Energy Forecasting', in Machine Learning and Knowledge Discovery in Databases: Applied Data Science and Demo Track, Springer Nature, pp. c1 - c2, http://dx.doi.org/10.1007/978-3-031-43430-3_34
, 2019, 'Using Big Spatial Data for Planning User Mobility', in Encyclopedia of Big Data Technologies, pp. 1747 - 1752, http://dx.doi.org/10.1007/978-3-319-77525-8_224
, 2012, 'Ubiquitous Intersection Awareness (U&I Aware)', in Handbook on Mobile and Ubiquitous Computing, CRC Press, pp. 137 - 164, http://dx.doi.org/10.1201/b13081-9
Journal articles
, 2027, 'Foreword', Lecture Notes in Computer Science, 16618 LNAI, pp. v - vi
, 2027, 'Foreword', Lecture Notes in Computer Science, 16617 LNAI, pp. v - vi
, 2026, 'Engineering carbon credits with AI towards a responsible FinTech era: the practices, implications, and future', Artificial Intelligence Review, http://dx.doi.org/10.1007/s10462-026-11638-y
, 2026, 'COMODO: Cross-Modal Video-to-IMU Distillation for Efficient Egocentric Human Activity Recognition', Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies, 10, http://dx.doi.org/10.1145/3810218
, 2026, 'Spectraformer: A Unified Random Feature Framework for Transformer', ACM Transactions on Intelligent Systems and Technology, 17, http://dx.doi.org/10.1145/3768161
, 2026, 'GatorSC: multi-scale cell and gene graphs with mixture-of-experts fusion for single-cell transcriptomics', Briefings in Bioinformatics, 27, http://dx.doi.org/10.1093/bib/bbag330
, 2026, 'Foreword', Lecture Notes in Computer Science, 16598 LNAI, pp. v - vi
, 2026, 'Foreword', Lecture Notes in Computer Science, 16600 LNAI, pp. v - vi
, 2026, 'Foreword', Lecture Notes in Computer Science, 16599 LNAI, pp. v - vi
, 2026, 'Foreword', Lecture Notes in Computer Science, 16597 LNAI, pp. v - vi
, 2026, 'Long Context Modeling with Ranked Memory-Augmented Retrieval', , pp. 3576 - 3590, http://dx.doi.org/10.18653/v1/2026.acl-long.162
, 2025, 'Counterfactual Explanations via Locally-guided Sequential Algorithmic Recourse', ACM Transactions on Intelligent Systems and Technology, http://dx.doi.org/10.1145/3770065
, 2025, '”Nuisance is Better Than Nothing?”: Exploring How Pedestrians and Cyclists Perceive Automated E-Scooter Alerts in Shared Spaces', Proceedings of the ACM on Human Computer Interaction, 9, http://dx.doi.org/10.1145/3743732
, 2025, 'SenseSeek Dataset: Multimodal Sensing to Study Information Seeking Behaviors', Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies, 9, http://dx.doi.org/10.1145/3749501
, 2025, 'The Homework Wars: Exploring Emotions, Behaviours, and Conflicts in Parent-Child Homework Interactions', Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies, 9, http://dx.doi.org/10.1145/3749517
, 2025, 'How robust is your fair model? Exploring the robustness of prominent fairness strategies', Data Mining and Knowledge Discovery, 39, http://dx.doi.org/10.1007/s10618-025-01112-8
, 2025, 'Report on the 1st Workshop on Information Retrieval for Climate Impact (MANILA24) at SIGIR 2024', Annals of the Entomological Society of America, 59, http://dx.doi.org/10.1145/3769733.3769737
, 2025, 'Report on the 3rd Workshop on NeuroPhysiological Approaches for Interactive Information Retrieval (NeuroPhysIIR 2025) at SIGIR CHIIR 2025', SIGIR Forum ACM Special Interest Group on Information Retrieval, 59, http://dx.doi.org/10.1145/3769733.3769740
, 2025, 'Watch Out! E-scooter Coming Through!: Multimodal Sensing of Mixed Traffic Use and Conflicts Through Riders' Ego-centric Views', Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies, 9, http://dx.doi.org/10.1145/3712284
, 2025, 'A Gap in Time: The Challenge of Processing Heterogeneous IoT Data in Digitalized Buildings', IEEE Pervasive Computing, 24, pp. 19 - 31, http://dx.doi.org/10.1109/MPRV.2025.3542061
, 2025, 'Agri-LLM: Prompt-based Large Language Model for Emission Data Analytics in Smart Agriculture', IEEE Internet of Things Journal, http://dx.doi.org/10.1109/JIOT.2025.3617099
, 2025, 'Drone-as-a-Service: Research Challenges and Directions', Proceedings of the IEEE, 113, pp. 416 - 442, http://dx.doi.org/10.1109/JPROC.2025.3599126
, 2025, 'ODEStream: A Buffer-Free Online Learning Framework with ODE-based Adaptor for Streaming Time Series Forecasting', Transactions on Machine Learning Research, 2025-March
, 2025, 'Spatiotemporal Pretrained Large Language Model for Forecasting With Missing Values', IEEE Internet of Things Journal, 12, pp. 13838 - 13850, http://dx.doi.org/10.1109/JIOT.2024.3524030
, 2025, 'ST-DPGAN: A Privacy-Preserving Framework for Spatiotemporal Data Generation', IEEE Internet of Things Journal, 12, pp. 29333 - 29342, http://dx.doi.org/10.1109/JIOT.2025.3568863
, 2025, 'Towards Expressive Spectral-Temporal Graph Neural Networks for Time Series Forecasting', IEEE Transactions on Pattern Analysis and Machine Intelligence, 47, pp. 4926 - 4939, http://dx.doi.org/10.1109/TPAMI.2025.3545671
, 2025, 'Transforming Urban Dynamics: Harnessing Large Language Models for Smarter Mobility', IEEE Intelligent Systems, 40, pp. 5 - 7, http://dx.doi.org/10.1109/MIS.2025.3544937
, 2025, 'Vision-Based Multi-Future Trajectory Prediction: A Survey', IEEE Transactions on Neural Networks and Learning Systems, 36, pp. 13691 - 13708, http://dx.doi.org/10.1109/TNNLS.2025.3550350
, 2024, 'Introduction to the Special Issue on Machine Learning and Location Data: Part II', ACM Transactions on Spatial Algorithms and Systems, 10, http://dx.doi.org/10.1145/3701218
, 2024, 'Introduction to the Special Issue on Machine Learning and Location Data', ACM Transactions on Spatial Algorithms and Systems, 10, pp. 1 - 2, http://dx.doi.org/10.1145/3698154
, 2024, 'Learning spatio-temporal dynamics on mobility networks for adaptation to open-world events', Artificial Intelligence, 335, http://dx.doi.org/10.1016/j.artint.2024.104120
, 2024, 'Cross-model Fairness: Empirical Study of Fairness and Ethics Under Model Multiplicity', ACM Journal on Responsible Computing, 1, pp. 1 - 27, http://dx.doi.org/10.1145/3677173
, 2024, 'MobileHCI 2024 General Chairs' Welcome', Mobilehci 2024 Adjunct Proceedings Publication of the 26th International Conference on Mobile Human Computer Interaction, pp. iii - iv
, 2024, 'Leveraging Simulation Data to Understand Bias in Predictive Models of Infectious Disease Spread', ACM Transactions on Spatial Algorithms and Systems, 10, http://dx.doi.org/10.1145/3660631
, 2024, 'Mobility Data Science: Perspectives and Challenges', ACM Transactions on Spatial Algorithms and Systems, 10, http://dx.doi.org/10.1145/3652158
, 2024, 'Traffic forecasting on new roads using spatial contrastive pre-training (SCPT)', Data Mining and Knowledge Discovery, 38, pp. 913 - 937, http://dx.doi.org/10.1007/s10618-023-00982-0
, 2024, 'MAPLE: Mobile App Prediction Leveraging Large Language Model Embeddings', Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies, 8, http://dx.doi.org/10.1145/3643514
, 2024, 'Detecting Change Intervals with Isolation Distributional Kernel', Journal of Artificial Intelligence Research, 79, pp. 273 - 306, http://dx.doi.org/10.1613/jair.1.15762
, 2024, 'PromptCast: A New Prompt-Based Learning Paradigm for Time Series Forecasting', IEEE Transactions on Knowledge and Data Engineering, 36, pp. 6851 - 6864, http://dx.doi.org/10.1109/TKDE.2023.3342137
, 2024, 'SeqLink: A Robust Neural-ODE Architecture for Modelling Partially Observed Time Series', Transactions on Machine Learning Research, 2024
, 2024, 'Transferrable contextual feature clusters for parking occupancy prediction', Pervasive and Mobile Computing, 97, http://dx.doi.org/10.1016/j.pmcj.2023.101831
, 2023, 'TransCP: A Transformer Pointer Network for Generic Entity Description Generation With Explicit Content-Planning', IEEE Transactions on Knowledge and Data Engineering, 35, pp. 13070 - 13082, http://dx.doi.org/10.1109/TKDE.2023.3271971
, 2023, 'i-Align: an interpretable knowledge graph alignment model', Data Mining and Knowledge Discovery, 37, pp. 2494 - 2516, http://dx.doi.org/10.1007/s10618-023-00963-3
, 2023, 'ASBiNE: Dynamic Bipartite Network Embedding for incorporating structural and attribute information', World Wide Web, 26, pp. 3463 - 3481, http://dx.doi.org/10.1007/s11280-023-01189-5