Turning Drift into Constraint: Robust Reasoning Alignment in Non-Stationary Multi-Stream Environments

arXiv:2510.04142v3 Announce Type: replace-cross Abstract: This paper identifies a critical yet underexplored challenge in reasoning alignment from multiple multi-modal large language models (MLLMs): In non-stationary environments, the diverse reasoning distributions of source models often evolve...