| 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 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|