Interactive audio systems must separate overlapping voices quickly enough to preserve conversational timing. We present HearFocus, a causal time-domain separator built on continuous Resonate-and-Fire (RF) dynamics with causally masked attention. A padding-free encoder, cumulative normalization, and causal sequence proc...
Han-Yu Zhao, Kun-Ning Shen, Hui-Ning Li· Proceedings of the 4th Inter...· 0 citations
The study of a lifecycle-labeled memory setting in which write episodes provide lifecycle metadata during training, and phase-aware readout is used during evaluation suggests that explicit lifecycle signals can help diagnose and mitigate overwrite in compact online memory.
Han-Yu Zhao, Yu-Qian Feng, Zhen-Yu Song et al.· 0 citations
WISE (World-model-guided Imagination Scheduling for Efficient Post-training of Vision-Language-Action Models), a unified framework that coordinates when and how world-model imagination is used during policy refinement, is introduced.
Chen-Hao Zhang, Han-Yu Zhao, Hang Cheng et al.· 1 citation
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