Kehang Jia

MMA: Cross-Domain Knowledge Integration via Mixture of Multi-Domain Agents

Rather than merely to retain previously acquired generalization, achieving synergistic improvements between generalization and domain specialization in foundation models remains a significant challenge in both pre-training and post-training. As an alternative, we propose a test-time cross-domain kno