A schema-adaptive action-conditioned Joint-Embedding Predictive Architecture (SAAC-JEPA) for CNC dynamics achieved zero-shot RMSE of 0.546, R² of 0.012, and NLL of 0.52 on a sealed target machine shar…
Researchers propose EduRiskX, a neuro-symbolic framework combining a temporal Transformer with F-Logic reasoning, achieving 0.900 accuracy and 0.894 F1-score on the Open University Learning Analytics …
Researchers from the University of California, Berkeley, Amazon, and other institutions introduced forking-sequences, a method that generates overlapping forecasts for every target date in a single fo…
A new study from arXiv (2607.19382v1) finds that explainability methods such as attention rollout and Grad-CAM can reveal how continual learning models adapt to non-stationary time series, but also ex…