Author

Hanzhang Jia

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#machine learning Jul 2025

A Cycle-Consistency Constrained Framework for Dynamic Solution Space Reduction in Noninjective Regression

A cycle consistency-based data-driven training framework that supports unsupervised learning and significantly reduces reliance on manual intervention, demonstrating potential advantages in non-injective regression tasks.

Han-Zhang Jia, Yi Gao · arXiv.org · 0 citations

#artificial intelligence Preprint Aug 2026

Logos: An Agent Harness on a Cross-Process Bus

Logos is constructed, a ROS-like cross process agent harness in which a plugin is a process and the only shared state is an append-only transcript, and the soundness invariant is defined on the state space alone.

Hanzhang Jia, Li-Heng Zeng, Hao Cheng et al. · 0 citations