Vol-4182⫷ Vol-4183 ⫸Vol-4184
urn:nbn:de:0074-4183-x

Copyright © 2026 for the individual papers by the papers' authors. Copyright © 2026 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International ( CC BY 4.0 ) .

StreamingCL 2026
AAAI 2026 StreamingCL Bridge

Proceedings of the 1st Streaming Continual Learning Bridge at AAAI (StreamingCL 2026)
co-located with 40th Annual AAAI Conference on Artificial Intelligence ( AAAI 2026 )

Singapore, January 21, 2026 .

Edited by

Heitor Murilo Gomes ¹
Andrea Cossu ²
Federico Giannini ³
Anton Lee ¹
Nuwan Gunasekara ⁴
Emanuele Della Valle ³

¹ Victoria University of Wellington , School of Engineering and Computer Science, Wellington, New Zealand
² University of Pisa , Department of Computer Science, Pisa, Italy
³ Politecnico di Milano , DEIB, Milan, Italy
⁴ Halmstad University , Center for Applied Intelligent Systems Research (CAISR), Halmstad, Sweden

Table of Contents

Preface
The bridge received 13 submissions for peer-review in the archival track. Out of these, 7 papers were accepted for this volume.
Human-Pedagogy Inspired LLM Fine-Tuning Paradigm for Lifelong Leaning and Continual Adaptation
Nitin Vetcha
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
Towards Streaming Continual Learning for Earth Observation Multimodal Foundation Models
Marcello M. Declich
Bridging Streaming Continual Learning via In-Context Large Tabular Models
Afonso Lourenço , João Gama , Eric P. Xing , Goreti Marreiros
Online Learning for Energy Consumption Forecasting in Heavy-Duty Electric Vehicles
Yuantao Fan , Zhenkan Wang , Sławomir Nowaczyk
Online Learning Supported by Foundation Models for Anomaly Detection in Industrial Settings
Aurora Esteban Toscano , Sepideh Pashami , Felix Nilsson , Luka Smeets , Sławomir Nowaczyk

2026-03-02: submitted by Anton Lee, metadata incl. bibliographic data published under Creative Commons CC0
2026-03-13 : published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) | valid HTML5 |