2 papers
cs.LG2026
The Bell Boundary of Shared Representations
Yang Wu, Hanyu Zhao, Yazhou Zhang +1
When does a shared representation become insufficient for jointly supporting multiple tasks? This question lies at the heart of multi-task learning models. Although task interferen…
cs.LG2026
On Emergences of Non-Classical Statistical Characteristics in Classical Neural Networks
Hanyu Zhao, Yang Wu, Yuexian Hou
Inspired by measurement incompatibility and Bell-family inequalities in quantum mechanics, we propose the Non-Classical Network (NCnet), a simple classical neural architecture that…