Materials

Talks

• Introduction to Streaming Continual Learning
  SCL Workshop's Organizers
  SLIDES

• Invited Talk: Streaming Continual Learning -- What have we learned, and What are we missing?
  Jesse Read
  SLIDES

Accepted Papers

• Efficient Online Continual Foundation Model Fine-Tuning for Predictive Process Monitoring
  Sjoerd van Straten, Marwan Hassani
  PAPER, SLIDES 

• Relative Parameter Importance in Task-Agnostic Replay-Free Continual Learning
  Malavika Suresh, Ikechukwu Nkisi-Orji, Nirmalie Wiratu
  PAPER, SLIDES

• Streaming Hierarchical Inference with Tabular Foundation Models
  Vítor Crista, Afonso Lourenço, Diogo Martinho, Goreti Marreiros
  PAPER, SLIDES

• Adaptive Satellite Image Analysis under Temporal and Spatio-Temporal Domain Shifts
  Chiara Thien Thao Nguyen Ba, Lorenzo Iovine, Giacomo Ziffer, Emanuele Della Valle
  PAPER, SLIDES

  • Collaborative Streaming Anomaly Detection with Interactive Explanations and Ensemble Consensus
    Diogo Risca, Afonso Lourenço, Ricardo Martins, Goreti Marreiros
    PAPER, SLIDES

• Inference-Time Prior Adaptation for Imbalanced Data Streams under Concept Drift
  Tobias Callies, Eirini Ntoutsi, Arthur Zimek
  PAPER, SLIDES

• Growing Smarter, Not Larger: Instance Selection for Streaming Regression Rule Learners
  Helena Moutinho, Rita P. Ribeiro, João Gama
  PAPER, SLIDES

• Saliency-Guided Replay for Continual Learning in Deep Spiking Neural Networks
  Francesco Panetta, Federico Di Valerio, Michela Proietti
  PAPER, SLIDES

  • Online Continual Learning with Domain-Balanced Replay for Energy Forecasting in Heavy-Duty Electric Vehicles
    Yuantao Fan, Nuwan Gunasekara, Yibin Sun, Aurora Esteban Toscano, Zhenkan Wang, Slawomir Nowaczyk
    PAPER, SLIDES