Vol-4183
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 ²

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|