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Preprint Sep 2026

Low-Latency State Space Voice Activity Detection with Robust Onset Time Evaluation

Voice Activity Detection (VAD) systems are commonly evaluated using metrics such as the area under the receiver operating characteristic curve (AUROC), but these metrics do not account for temporal responsiveness. For low-latency applications, however, accurately measuring speech onset delay is essential. This is parti...

Elad Cohen, Arnon Netzer, H. Habi · 0 citations
#machine learning Preprint Sep 2026

Adaptive Latent Capacity for World Models

Adaptive LeWorldModel (ALeWM), a world model based on a joint-embedding predictive architecture (JEPA) that learns to concentrate predictive information in compact prefixes of a wide latent representation, consistently achieves higher mean success rates than tuned fixed-width LeWM, with lower planning capacity on avera...

Idan Achituve, Lior Dikstein, Idit Diamant et al. · 0 citations

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