Beyond the Generative Learning Trilemma: generative model assessment in data scarcity domains

Authors: Salmè, Marco, Author, Tronchin, Lorenzo, Author, Sicilia, Rosa, Author, Soda, Paolo, Author, Guarrasi, Valerio, Author

Contributors: Salmè, Marco, Author, Tronchin, Lorenzo, Author, Sicilia, Rosa, Author, Soda, Paolo, Author, Guarrasi, Valerio, Author

Source: IEEE Access. 14:117679-117696

Subject Terms: Data Scarcity, Deep Generative Models, Generative Learning Trilemma, Medicine, Precision Agriculture, Synthetic Data

File Description: electronic

Access URL: https://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-257595
https://doi.org/10.1109/ACCESS.2026.3718041

CondVS4: A Causal Generative Model for Online Imputation of Industrial Process Time-Series Data

Authors: Li, S., Hu, Y., Chai, Y., Lu, H., Zhang, K., Yin, H.

Source: IEEE Transactions on Industrial Informatics IEEE Trans. Ind. Inf. Industrial Informatics, IEEE Transactions on. 22(9):7681-7692 Sep, 2026

Off-Grid Spectrum Cartography via Deep Generative Models

Authors: Lyu, Chengyao, Shrestha, Rajesh, Fu, Xiao

Source: 2026 IEEE 14th Sensor Array and Multichannel Signal Processing Workshop (SAM) Sensor Array and Multichannel Signal Processing Workshop (SAM), 2026 IEEE 14th. :1-5 Jul, 2026

Relation: 2026 IEEE 14th Sensor Array and Multichannel Signal Processing Workshop (SAM)

Diffusion-Based Robot Trajectory Generation with Dynamic Obstacle Avoidance

Authors: Xiaoyang, Bai

Source: 2026 IEEE 2nd International Conference on Electronics, Energy Systems and Power Engineering (EESPE) Electronics, Energy Systems and Power Engineering (EESPE), 2026 IEEE 2nd International Conference on. :321-328 Jun, 2026

Relation: 2026 IEEE 2nd International Conference on Electronics, Energy Systems and Power Engineering (EESPE)

Attention-Driven Deep Generative Modeling of Temporal Networks

Authors: Kani, Maryam, Aliakbary, Sadegh, Malek, Hamed

Source: 2026 International Interdisciplinary Conference on Artificial Intelligence: Engineering, Health, Finance and Humanities (IICAI) Artificial Intelligence: Engineering, Health, Finance and Humanities (IICAI), 2026 International Interdisciplinary Conference on. :1-6 May, 2026

Relation: 2026 International Interdisciplinary Conference on Artificial Intelligence: Engineering, Health, Finance and Humanities (IICAI)

SD-S2B: Structure-Decomposition Schrödinger Bridge for Semi-Supervised Chest X-Ray Bone Suppression

Authors: Chen, Hui, Wang, Nana, Liu, Muyu, Du, Chenhe, Tian, Xuanyu, Zhang, Yuyao, Wei, Hongjiang

Source: 2026 3rd International Conference on Image Processing and Artificial Intelligence (ICIPAI) Image Processing and Artificial Intelligence (ICIPAI), 2026 3rd International Conference on. :17-23 May, 2026

Relation: 2026 3rd International Conference on Image Processing and Artificial Intelligence (ICIPAI)

Classification of Tex10-Deficient Spermatogenesis Using Deep Learning

Authors: Zhang, Gianna, Chen, Yunzhe

Source: 2026 IEEE 12th International Conference on Intelligent Data and Security (IDS) IDS Intelligent Data and Security (IDS), 2026 IEEE 12th International Conference on. :99-102 May, 2026

Relation: 2026 IEEE 12th International Conference on Intelligent Data and Security (IDS)

Guiding Neuro-Symbolic Scenario Generation with Spatio-Temporal Logic

Authors: Bonin, Lorenzo, Giacomarra, Francesco, Bortolussi, Luca, Deshmukh, Jyotirmoy V., Cairoli, Francesca

Source: Proc. of the 25th International Conference on Autonomous Agents and Multiagent Systems. :2941-2949

Availability: http://dl.acm.org/doi/10.65109/JCRA2597

Remedying Uncertainty Representations in Visual Inference Through Explaining-Away Variational Autoencoders

Authors: Catoni, J., Martos, D., Csikor, F., Ferrante, E., Milone, D.H., Meszena, B., Orban, G., Echeveste, R.

Source: IEEE Transactions on Pattern Analysis and Machine Intelligence IEEE Trans. Pattern Anal. Mach. Intell. Pattern Analysis and Machine Intelligence, IEEE Transactions on. 48(11):14699-14711 Nov, 2026

Emerging Synergies in Causality and Deep Generative Models: A Survey

Authors: Zhou, G., Xie, S., Hao, G., Chen, S., Huang, B., Xu, X., Wang, C., Zhu, L., Yao, L., Zhang, K.

Source: IEEE Transactions on Artificial Intelligence IEEE Trans. Artif. Intell. Artificial Intelligence, IEEE Transactions on. 7(7):3634-3652 Jul, 2026

Generating Synthetic Human Mobility Graphs Using Deep Neural Networks With Utility and Privacy Preservation

Authors: Bostanipour, B.

Source: IEEE Transactions on Knowledge and Data Engineering IEEE Trans. Knowl. Data Eng. Knowledge and Data Engineering, IEEE Transactions on. 38(5):2848-2864 May, 2026

Latent Space Manifold Geometry for Robust Image Classification

Authors: Liang, Shenyuan, Beaudett, Benjamin, Srivastava, Anuj, Segundo, Mauricio Pamplona, Sarkar, Sudeep

Source: 2026 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW) WACVW Applications of Computer Vision Workshops (WACVW), 2026 IEEE/CVF Winter Conference on. :1259-1268 Mar, 2026

Relation: 2026 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW)

Deep Image Decomposition for Medical Imaging Anonymization and Curation

Authors: Elkin, Yael, Ben-Arie, Gal, Riklin-Raviv, Tammy

Source: 2026 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) WACV Applications of Computer Vision (WACV), 2026 IEEE/CVF Winter Conference on. :7229-7238 Mar, 2026

Relation: 2026 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

1 Safe Data Augmentation using Generative AI to Ensure Sustainable Prediction Accuracy of Marine Data

Source: AI Applications in Industry. Jul 17, 2026

Predicción probabilística de estados glucémicos para pacientes con diabetes tipo 1 mediante el análisis de datos composicionales

Authors: Cabrera Tejera, Alvis

Contributors: University/Department: Universitat de Girona. Departament d'Enginyeria Elèctrica, Electrònica i Automàtica

Thesis Advisors: Vehí, Josep, Beneyto Tantiña, Aleix

Source: TDX (Tesis Doctorals en Xarxa)

Subject Terms: Diabetis tipus 1, Diabetes tipo 1, Type 1 diabetes, Pacients virtuals, Pacientes virtuales, Virtual patients, Simuladors, Simuladores, Simulators, Glucosa a la sang, Glucosa en la sangre, Blood glucose, Dades composicionals, Datos composicionales, Compositional data, Models generatius profunds, Modelos generativos profundos, Deep generative models, Models basats en dades, Modelos basados en datos, Data-driven models, Diabetis mellitus

Time: 616.4, 621.3

File Description: application/pdf

Access URL: http://hdl.handle.net/10803/689607

Data-driven models for type 1 diabetes using generative deep learning

Authors: Mujahid, Omer

Contributors: University/Department: Universitat de Girona. Departament d'Enginyeria Elèctrica, Electrònica i Automàtica

Thesis Advisors: Vehí, Josep, Contreras, Ivan, Institut d'Informàtica i Aplicacions

Source: TDX (Tesis Doctorals en Xarxa)

Subject Terms: Diabetis tipus 1, Type 1 diabetes, Diabetes tipo 1, Pacients virtuals, Virtual patients, Pacientes virtuales, Simuladors de Diabetis tipus 1, Type 1 diabetes simulators, Simuladores de diabetes tipo 1, síntesi causal de dades de glucosa a la sang, Causal blood glucose data synthesis, Síntesis causal de glucosa en la sangre, Síntesi condicional de dades de glucosa a la sang, Conditional blood glucose data synthesis, Síntesis condicional de dades de glucosa en la sangre, Models generatius profunds, Deep generative models, Modelos generativos profundos, Models basats en dades, Data-driven models, Modelos basados en datos

Time: 616.4, 621.3

File Description: application/pdf

Access URL: http://hdl.handle.net/10803/689606

Data-Driven Camera and Lidar Simulation Models for Autonomous Driving: A Review From Generative Models to Volume Renderers

Authors: Haghighi, H., Wang, X., Jing, H., Dianati, M.

Source: IEEE Transactions on Intelligent Vehicles IEEE Trans. Intell. Veh. Intelligent Vehicles, IEEE Transactions on. 11(2):283-310 Feb, 2026

Conditional Variational Autoencoder for Exoplanetary Radiance Spectrum Modeling

Authors: Mukherjee, Subhayan, Banerjee, Soumyodip, Roy, Anupam, Ghosh, Siddhartha, Chandrakar, Khushbu

Source: 2025 OITS International Conference on Information Technology (OCIT) Information Technology (OCIT), 2025 OITS International Conference on. :169-174 Dec, 2025

Relation: 2025 OITS International Conference on Information Technology (OCIT)

Spectral-Aligned Federated Generative Adversarial Network for Synthetic Data Generation in Internet of Things Applications

Authors: Asha, S., Sait, Riaz Ahmed Mohammed, Khan, Zabiha, Jeyaseelan, D, Subramaniam, Sakthivel

Source: 2025 5th International Conference on Mobile Networks and Wireless Communications (ICMNWC) Mobile Networks and Wireless Communications (ICMNWC), 2025 5th International Conference on. :1-7 Dec, 2025

Relation: 2025 5th International Conference on Mobile Networks and Wireless Communications (ICMNWC)

Deep Generative Models for Synthesizing Medical Data in Privacy-Preserving Healthcare Systems

Authors: Sangeetha, V., Sarika, N., Chakravarthy, V J, E.Kalaivani, Kumar, P. Senthil, Upadhyay, Ankit

Source: 2025 3rd International Conference on IoT, Communication and Automation Technology (ICICAT) IoT, Communication and Automation Technology (ICICAT), 2025 3rd International Conference on. :1-6 Dec, 2025

Relation: 2025 3rd International Conference on IoT, Communication and Automation Technology (ICICAT)