Von‐Wun Soo

Decision continuity under speech compression in voice-pathology detection: A paired audit at matched false-alarm budgets

Background and objective: Telemedicine assesses voice from recordings sent over telephone and video links, where lossy speech codecs commonly sit between the voice and the screening model, and clinicians act on each patient’s flag. Codec studies report aggregate accuracy, yet two...

What pass@k Measures When Attempts Share State: Count Runs, Not Attempts

Search trees, planners and self-correcting agents make the attempts of one run share a random state, yet their results are often scored with a pass@k estimator built for independent draws, which public harnesses apply to whatever attempts they receive. Prior work separates the pr...

What pass@k Measures When Attempts Share State: Count Runs, Not Attempts

Search trees, planners and self-correcting agents make the attempts of one run share a random state, yet their results are often scored with a pass@k estimator built for independent draws, which public harnesses apply to whatever attempts they receive. Prior work separates the pr...

Input Calibration and a Specificity Audit of Auditory-Scene-Analysis Cue Scores in Music Foundation Models

Do music foundation models encode auditory-scene-analysis (ASA) cues, the grouping principles behind source perception? A high cue score alone cannot answer this: the ordering may be inherited from the model's input transform or, for timing, arise from onset positions alone. We i...

Some Speech Codecs Hide Voice Pathology from a Fixed Detector: Directional Fidelity Readouts for Remote Voice Assessment

This manuscript is a non-peer-reviewed preprint.