Author

Jun-Yu Wu

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Aug 2026

Poly(l-glutamic Acid)-Based Microgels with Long-Term Synergistic Lubrication and MMP-Responsive Anti-Inflammatory Delivery for Osteoarthritis Therapy.

Osteoarthritis (OA) is a degenerative joint disease characterized by the failure of cartilage lubrication and persistent inflammation induced by friction-generated debris. Therefore, an effective OA treatment strategy should simultaneously enhance joint long-term lubrication and suppress inflammation. Toward this goal,...

Rong Wu, Yan-Yang Chen, Jun-Yu Wu et al. · Biomacromolecules · 0 citations

Preprint Aug 2026

verdi: retrieval is not transfer for continual world model optimization

VERDI is proposed, a continual framework for evidence-licensed world model optimization that characterizes each world model through shared inference-time probes to construct an Optimization Fin- gerprint, retrieves relevant prior experience as ranked hypotheses, and validates every candidate under a frozen target-side...

Jun-Yu Wu, Shiqin Nie, Youyi Kou et al. · 0 citations