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Dong Nie

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#artificial intelligence Preprint Sep 2026

Knowing When to Trust Images: Reliability-Aware Multi-modal Entity Alignment

A novel Reliability-Aware framework for MMEA (RA-MMEA), which assesses visual reliability and adaptively improves unreliable visual representations for robust entity alignment and enables more reliable visual representations for modality fusion, thereby improving performance.

Chen-Xiao Li, Yun-He Feng, Dongfang Liu et al. · 0 citations
#natural language process... Preprint Aug 2026

Dual-Layer Agentic Memory with Fast Write Routing and Slow Consolidation

Dual-Layer Agentic Memory is proposed, a framework that shifts memory management to the write phase through cost-aware epistemic routing and periodic parametric consolidation, allowing the router to adaptively suppress redundant writes as the model's epistemic boundaries evolve.

Wen-Zhi Li, Dong Nie, Ruiyi Lan et al. · 1 citation

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