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Archival Track
SOLAR : A Self-Optimizing Open-Ended Autonomous Agent for Lifelong Learning and Continual Adaptation
Nitin Vetcha, Dianbo Liu
Tracking Adaptation Time: Metrics for Temporal Distribution Shift
Lorenzo Iovine, Giacomo Ziffer, Emanuele Della Valle
AdaShiftBoost: Distribution-Aware Gradient Boosting under Covariate Shift
Tahir Qasim Syed, Behraj Khan
Towards Streaming Continual Learning for Earth Observation Multimodal Foundation Models
Marcello Matteo Declich
Bridging Streaming Continual Learning via In-Context Large Tabular Models
Afonso Lourenço, Joao Gama, Eric P. Xing, Goreti Marreiros
Online Learning for Energy Consumption Forecasting in Heavy-Duty Electric Vehicles
Yuantao Fan, Slawomir Nowaczyk
Online Learning Supported by Foundation Models for Anomaly Detection in Industrial Settings
Aurora Esteban, Sepideh Pashami, Slawomir Nowaczyk
Non-archival Track
Online Continual Learning for Time Series: a Natural Score-driven Approach
Edoardo Urettini, Daniele Atzeni, Ioanna-Yvonni Tsaknaki, Antonio Carta
Bridging Streaming and Temporal Adaptation: Toward Continual Time Series Learning
Keonvin Park
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