AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Unified Slots (Unified Slots), an unsupervised framework for learning robust and disentangled object-centric representations from videos, is introduced, achieving state-of-the-art performance in unsupervised object-centric video decomposition and tracking.
Unsupervised multivariate time series anomaly detection methods typically identify anomalies through forecasting, reconstruction, or representation discrepancies. However, industrial faults may first alter inter-variable structural patterns while individual trajectories remain close to normal, resulting in weak anomaly...
AgentRCA is introduced, a zero-shot agentic framework for evidence-grounded root cause analysis that produces transparent reasoning traces that explicitly link observed symptoms to their underlying physical causes and establishes autonomous hypothesis-driven reasoning as a practical foundation for scalable industrial r...
This work proposes Neural Kolmogorov Equations (NKEs), a deterministic, infinite-dimensional reformulation of Neural SDEs based on the Kolmogorov Forward equation, transforming the learning problem from modelling individual stochastic trajectories to modelling the evolution of probability densities.
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