2 papers
cs.AI2026
Composition without a Host: Carrying the Spatiotemporal-Composability Guarantee of Plugin-Based Agents across Processes
Hanzhang Jia, Liheng Zeng, Hao Cheng +3
Plugin-based agents assemble capabilities at runtime, and the spatiotemporal-composability calculus proves a reversibility guarantee for this assembly. However, the guarantee is ca…
cs.LG2025
A Cycle-Consistency Constrained Framework for Dynamic Solution Space Reduction in Noninjective Regression
Hanzhang Jia, Yi Gao
To address the challenges posed by the heavy reliance of multi-output models on preset probability distributions and embedded prior knowledge in non-injective regression tasks, thi…