When the Cross-Silo Federation Goes Offline: Continual Learning for Site Onboarding with Limited Unlabeled Data

arXiv:2610.05598 · cs.LG, cs.AI, cs.DC · Submitted 2026-10-04 · Read on arXiv

cs.LG, cs.AI, cs.DC

Submitted: 2026-10-04

Updated: 2026-10-04

Comments: Accepted to the Continual Learning for Enterprise AI Agents (CLEA) workshop at NeurIPS 2026. 9 pages, 1 figure, plus appendix

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Continual Learning — 1× in this paper · explained in 2 episodes

Sources

• Federated Continual Novel Class Learning
• Federated Continual Learning for Edge-AI: A Comprehensive Survey

Related papers

• Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation
• AIRL-S: Unifying Reinforcement Learning and Search-Based Test-Time Scaling via Adversarial Inverse Reinforcement Learning
• Transformers as Bayesian In-Context Experimenters: Smoothness-Adaptive Efficient ATE Estimation
• Convergence issues in Relational Concept Analysis based on AOC-posets
• Beliefs Beyond Posteriors: The Predictive Cost of ELBO Binding
• Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks