Adaptive Learning Guided by Bias-Noise-Alignment Diagnostics

Akash Samanta, Sheldon Williamson

Learning systems deployed in nonstationary and safety-critical environments often suffer from instability, slow convergence, or brittle adaptation when learning dynamics evolve ove…