Andrew C. Singer

Current LALMs can identify basic audio content but often fail to diagnose and reason about degradation, revealing a significant blind spot in their capabilities.

The Universal Switching Beamformer achieves the agility of short-window estimators while maintaining the precision of long-term integration, revolutionizing adaptive beamforming in dynamic environments.

Beamforming can now dynamically adapt to time-varying acoustic interference by segmenting data into stationary regions, outperforming fixed-window approaches.