Toward Robust Open-set Adaptation: Synapse Consolidation Inspired by Rac1/MAPK Pathways
arXiv:2604.00533v2 Announce Type: replace Abstract: Large Language Models (LLMs) generalize across tasks through reusable representations and flexible reasoning, yet remain brittle in real deployment