A multi-level self-adaptation approach for microservice systems S Zhang, M Zhang, L Ni, P Liu 2019 IEEE 4th International Conference on Cloud Computing and Big Data …, 2019 | 21 | 2019 |
Performance comparison of multi-container deployment schemes for HPC workloads: an empirical study P Liu, J Guitart The Journal of Supercomputing 77 (6), 6273-6312, 2021 | 17 | 2021 |
Performance characterization of containerization for HPC workloads on InfiniBand clusters: an empirical study P Liu, J Guitart Cluster Computing 25 (2), 847-868, 2022 | 14 | 2022 |
Scanflow-k8s: Agent-based framework for autonomic management and supervision of ml workflows in kubernetes clusters P Liu, G Bravo-Rocca, J Guitart, A Dholakia, D Ellison, M Hodak 2022 22nd IEEE International Symposium on Cluster, Cloud and Internet …, 2022 | 12 | 2022 |
Fine-grained scheduling for containerized hpc workloads in kubernetes clusters P Liu, J Guitart 2022 IEEE 24th Int Conf on High Performance Computing & Communications; 8th …, 2022 | 11 | 2022 |
Towards Reference Architecture for a Multi-layer Controlled Self-adaptive Microservice System. P Liu, X Mao, S Zhang, F Hou SEKE, 236-235, 2018 | 9 | 2018 |
Scanflow: A multi-graph framework for Machine Learning workflow management, supervision, and debugging G Bravo-Rocca, P Liu, J Guitart, A Dholakia, D Ellison, J Falkanger, ... Expert Systems with Applications 202, 117232, 2022 | 8 | 2022 |
Scanflow: An end-to-end agent-based autonomic ml workflow manager for clusters P Liu, G Bravo-Rocca, J Guitart, A Dholakia, D Ellison, M Hodak Proceedings of the 22nd International Middleware Conference: Demos and …, 2021 | 6 | 2021 |
Generalized nash equilibrium model of the service provisioning problem in multi-cloud competitions P Liu, X Mao, F Hou, S Zhang 2018 IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced …, 2018 | 6 | 2018 |
Human-in-the-loop online multi-agent approach to increase trustworthiness in ML models through trust scores and data augmentation G Bravo-Rocca, P Liu, J Guitart, A Dholakia, D Ellison, M Hodak 2022 IEEE 46th Annual Computers, Software, and Applications Conference …, 2022 | 4 | 2022 |
Energy-aware dynamic pricing model for cloud environments P Liu, G Bravo, J Guitart Economics of Grids, Clouds, Systems, and Services: 16th International …, 2019 | 4 | 2019 |
Convergence of high performance computing, big data, and machine learning applications on containerized infrastructures P Liu Universitat Politècnica de Catalunya, 2023 | 2 | 2023 |
A field-based service management and discovery method in multiple clouds context S Zhang, X Mao, F Hou, P Liu Frontiers of Computer Science 13, 976-995, 2019 | 2 | 2019 |
TADIL: Task-Agnostic Domain-Incremental Learning through Task-ID Inference using Transformer Nearest-Centroid Embeddings G Bravo-Rocca, P Liu, J Guitart, A Dholakia, D Ellison arXiv preprint arXiv:2306.11955, 2023 | 1 | 2023 |
A Self-Adaptation Framework of Microservice Systems (S). S Zhang, X Mao, P Liu, F Hou SEKE, 282-281, 2018 | 1 | 2018 |
CloudSkin: ML-based Smart Management for the Cloud-Edge Continuum P Liu, AM Nestorov, M Palacín, R Nou, J Guitart, JL Berral 3rd Workshop on Deep Learning for IoT (DL4IoT-2024), 2024 | | 2024 |
Performance Characterization of Multi-Container Deployment Schemes for Online Learning Inference P Liu, J Guitart, A Taherkordi 2023 IEEE 16th International Conference on Cloud Computing (CLOUD), 330-340, 2023 | | 2023 |
An Architecture for Automatic ML/AI Workflow management and supervision P Liu, J Guitart Fernández Barcelona Supercomputing Center, 2021 | | 2021 |
Enhancing Continual Learning in Diabetic Retinopathy: Multimodal Zero-shot Clustering and Strategic Experience Replay G Bravo-Rocca, P Liu, J Guitart, A Dholakia, D Ellison, RM Carrillo-Larco | | |