IMM Paper 12: ML Architecture as Receiver Design Pattern — Cross-Substrate Generalization and Failure Mode Predictions
Year: 2026
Type: preprint
Abstract: Cross-substrate conjecture (explicitly labeled): ML architectures exhibit same failure modes at structurally corresponding hyperparameters. Oscillatory (high context + low temperature + no dropout), overload (high gain + short context), freeze (low learning rate + high regularization). All three predictions testable on existing hardware within days. Paper 12 of 12.
Author: Bergen, Travis
Language: English
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Open Access status: green
OpenAlex ID: W7162261182