The most important features in generalized additive models might be groups of features DEAF: A Benchmark for Diagnostic Evaluation of Acoustic Faithfulness in Audio Language Models TDAD: Test-Driven Agentic Development – Reducing Code Regressions in AI Coding Agents via Graph-Based Impact Analysis Cognitive Amplification vs Cognitive Delegation in Human-AI Systems: A Metric Framework Multiscale Switch for Semi-Supervised and Contrastive Learning in Medical Ultrasound Image Segmentation