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Author

Bo Tang

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#artificial intelligence Preprint Oct 2026

MemTrace: State-Consistent Memory for Long-Horizon Coding Agents

As coding agents take on long-horizon software evolution tasks spanning multiple files and stages, longer execution trajectories introduce two coupled challenges: (1) accumulated histories strain context budgets, and (2) repository changes can invalidate earlier execution evidence. Existing approaches address these cha...

Hong-Ming Xu, Le Zhou, Zhong-He Jin et al. · 0 citations
Sep 2026

Association of clinical-immunologic clusters and anti-RNP/Ro52 antibody profiles with prognostic trajectories in primary Sjögren's disease.

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. · 0 citations
Preprint Sep 2026

TRACE: Governing Memory Validity in Evolving Multi-Agent Systems

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
Book Open access Aug 2026

GraTAG: Production AI Search via Graph-Based Query Decomposition and Triplet Aligned Generation with Rich Multimodal Representations

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. · 0 citations
Jul 2026

From Memory to Skills: Evidence-Grounded Co-Evolution Governance for Long-Horizon LLM Agents

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. · 1 citation
Preprint Aug 2026

PHASE-Tree: Modeling Character-State Evolution in Long-Horizon Role-Playing Dialogue

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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