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cs.LG2026
Composing Flow-Matching Energies with Known Physics: Generation, OOD Detection, and Inversion on PDE Fields
Yixuan Sun, Anirban Samaddar, Sandeep Madireddy
Probabilistic modeling of physical fields benefits from both a data-driven prior and known physical structure such as the governing equations. Energy-based models (EBMs) are a natu…
cs.NI2026
Adaptive Sampling for Spatiotemporal Anomaly Monitoring in Wireless Sensor Networks
Guoqing Lu, Yixuan Sun, Yiwen Jiang +1
Long-term environmental monitoring in wireless sensor networks (WSNs) often uses sparse sampling to extend network lifetime, but sparse sensing can miss short-lived, localized, and…