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Sound Event Detection with Boundary-Aware Optimization and Inference
arXiv:2601.04178v2 Announce Type: replace-cross Abstract: Temporal detection problems appear in many fields including time-series estimation, activity recognition and sound event detection (SED). In this work, we propose a new approach to temporal event modeling by explicitly modeling event onsets and offsets, and by introducing boundary-aware optimization and inference strategies that substantially enhance temporal event detection. The presented methodology incorporates new temporal...