Author

Ahmed M. Abdelmoniem

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Preprint Oct 2026

Beyond Domain-Level Adaptation: Margin-Oriented Semantic-Appearance Interaction Correction for Personalized Federated Vision-Language Models

Federated parameter-efficient fine-tuning enables distributed clients to adapt pretrained vision-language models without sharing raw data or updating the full backbone. Its effectiveness, however, is limited by domain heterogeneity across clients. Existing personalized methods separate globally shared knowledge from cl...

Wen-Tao Yue, Qing-Yu Mao, Tian-You Lai et al. · 0 citations

Preprint Aug 2026

ProgRouter: Online Progress-Guided Orchestration for Multi-Agent LLM Workflows under Quality-Cost Tradeoffs

ProgRouter is presented, an online progress-guided routing framework that adaptively selects LLM agents across workflow steps to preserve task-solving quality while adhering to time and cost budgets and reduces the operating cost relative to key baselines while maintaining strong task-solving performance.

Song-Yuan Li, Ahmed M. Abdelmoniem, Shi-Qiang Wang · 2 citations