AINeutralarXiv – CS AI · 3h ago6/10
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FedMPT: Federated Multi-label Prompt Tuning of Vision-Language Models
Researchers introduce FedMPT, a novel federated learning method for multi-label recognition in vision-language models that addresses overfitting to spurious label correlations in decentralized settings. The approach uses causal modeling, LLM-driven condition analysis, and optimal transport mechanisms to improve model robustness when adapting to clients with heterogeneous private data.