Author

Yingqiang Gao

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#machine learning Preprint Sep 2026

MICRO: Multi-Fidelity Active Search for Severe Error Discovery

Human feedback can vary in cost and informativeness. Strong feedback can reveal severe errors but is costly, so cheaper quality ratings can help decide which items to annotate. We propose MICRO (Multi-Fidelity Impact Clustered Rollout), an active search framework that allocates a shared budget to these feedback types t...

Orlando Leone, Niclas Pokel, P. Moure et al. · 0 citations

Mechanistic Insights into Context Failures of Audio-Language Models for Impaired Speech

This work introduces Self-Contrastive Residual Alignment (SCRA), a one-pass inference-time edit that learns a low-rank linear corrector for the prompt-induced residual shift and slightly but significantly improves over the audio-only baseline on difficult samples.

P. Moure, Bilal Bounajma, Niclas Pokel et al. · 0 citations