AuditFlow is introduced, a graph-grounded multi-agent framework built around an executable symbolic environment that links a reusable US-GAAP taxonomy graph with filing-specific XBRL evidence and provides typed tools for retrieval, traversal, computation, and rule evaluation.
Yan Wang, Xu-Guang Ai, Jai N. Patel et al.· arXiv.org· 4 citations
DeShortcut-Align is proposed, a shortcut-decoupling alignment framework that reduces dependence on superficial cues that significantly improves robustness against template-stripping bypass attacks, substantially reduces over-refusal, and better preserves general-purpose reasoning capabilities, thereby mitigating the al...
Qi-Rui Liu, Yi-Chen Sun, Yan Wang et al.· 0 citations
Efficient On-Policy Self-Distilled Safety Alignment (EOPSA), which concentrates computational and gradient budgets exclusively on reliably supervised, safety-critical tokens, is proposed, consistently outperforming full-token distillation baselines in both safety compliance and reasoning retention.
Qi-Rui Liu, Yi-Chen Sun, Yan Wang et al.· 0 citations
C3M is presented, a cross-session multimodal memory organization that maintains a bounded active index over persistent source text-image evidence in a bounded, query-blind memory budget for cross-session long-horizon tasks.
Xue-Shu Chen, Yan Wang, Zi-Hao Xue et al.· 0 citations
This work systematically investigates when, where, and to what extent conditional memory should participate in scientific reasoning, and proposes a Knowledge Boundary-Aware Router that uses task-specific input proxies available before generation to determine whether memory is activated, which layer-stage nodes receive...
Zhen Bi, Xue-Shu Chen, Yan Wang et al.· 1 citation
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