OBJECTIVE
To delineate the prognostic architecture of primary Sjögren's disease (pSjD) through an integrated analysis of clinical-immunologic clusters and anti-RNP/anti-Ro52 antibody profiles.
METHODS
This ambispective cohort study enrolled 1293 patients with pSjD from China-Japan Friendship Hospital (2013-2023). Uns...
Bo Tang, Yan Zhang, Xin-Bo Yu et al.· Journal of Autoimmunity· 0 citations
TRACE is presented, a training-free layer that treats re-entry as an eligibility decision rather than a storage or retrieval operation, reconciling a departure checkpoint against absence-period updates, resolving explicit and implicit invalidation, and releasing a bounded Return View only when it covers the returning r...
Wen-Jun Xiong, Shengtao Zhang, Shangding Gu et al.· 0 citations
Traditional search engines struggle to synthesize fragmented information for complex queries, while generative AI search engines face challenges in relevance, comprehensiveness, and presentation. To address these limitations, we introduce Xinyu AI Search, a novel system that incorporates a query-decomposition graph to...
Bo Tang, Junyi Zhu, Ang Li et al.· Proceedings of the 32nd ACM...· 0 citations
This paper proposes MSCE, a training-free Memory--Skill Co-Evolution framework that organizes agent experience into grounded step traces, reusable procedural policies, and declarative environmental cognition, and introduces reflection-weighted value backfilling.
Bo Tang, Yang Zhang, Guomian Zhuang et al.· arXiv.org· 1 citation
Memory-Aware Propagation and Link Enforcement Guard, MAPLE-Guard, a memory-link guard for memory-enabled MAS, suggests that memory-aware link enforcement covers a gap left by prompt-level and topology-level defenses.
Wen-Jun Xiong, Yi-Jin Zhou, Jia-Qian Wang et al.· 0 citations
To measure evolved-state generation, LongEvoRoleBench is introduced, which pairs four long-dialogue corpora for cross-episode evolution with four short-dialogue corpora as within-scene state-tracking checks, under a unified next-utterance protocol.
Bo Tang, Jia-Nan Yang, Junyi Zhu et al.· 1 citation
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