Collaborative Streaming Anomaly Detection with Interactive Explanations and Ensemble Consensus
cs.LG
Submitted: 2026-09-20
Updated: 2026-09-20
Comments: Streaming Continual Learning ECML PKDD Workshop 2026
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- Streaming Hierarchical Inference with Tabular Foundation Models
- Bridging Streaming Continual Learning via In-Context Large Tabular Models
- Axle Sensor Fusion for Online Continual Wheel Fault Detection in Wayside Railway Monitoring
- On-device edge learning for IoT data streams: a survey
- Online hierarchical partitioning of the output space in extreme multi-label data stream
- Pitfalls of Unlabeled Disagreement-Based Drift Detection in Streaming Tree Ensembles
- Boosting-inspired online learning with transfer for railway maintenance
- Continual learning for rotating machinery fault diagnosis with cross-domain environmental and operational variations
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: Local-Consistency Optimisation for Bayesian Neural Networks
- Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks