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most citedGenerating Graph-Like Logical Rules for Knowledge Graph Reasoning via Diffusion Models

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cs.AI2026

Beyond Rational Illusion: Behaviorally Realistic Strategic Classification

Xinpeng Lv, Yunxin Mao, Renzhe Xu +11

Strategic classification(SC) studies the interaction between decision models and agents who strategically manipulate their features for favorable outcomes. Existing SC frameworks t…

cs.AI2026

When Tabular Foundation Models Meet Strategic Tabular Data: A Prior Alignment Approach

Xinpeng Lv, Yunxin Mao, Renzhe Xu +13

Tabular foundation models based on pretrained prior-data fitted networks~(PFNs) have shown strong generalization on diverse tabular tasks, but they are typically designed for \emph…

cs.AI2026★ 1 cited

Generating Graph-Like Logical Rules for Knowledge Graph Reasoning via Diffusion Models

Haoxiang Cheng, Yunfei Wang, Chao Chen +5

Logical rules constitute a cornerstone of knowledge graph (KG) reasoning, valued for their interpretability and ability to model relational patterns. However, existing rule mining…

cs.CL2026

EviLink: Multi-Path Schema Linking with Uncertainty-Guided Evidence Acquisition for Large-Scale Text-to-SQL

Huawei Zheng, Sen Yang, Zhaorui Yang +12

Schema linking is a difficult and important step in large-scale Text-to-SQL, where systems must identify a compact yet sufficient schema context from large and ambiguous databases.…

cs.LG2026

T-GINEE: A Tensor-Based Multilayer Graph Representation Learning

Maolin Wang, Ziting Mai, Xuhui Chen +9

Traditional network analysis focuses on single-layer networks, real-world systems often form multilayer networks with multiple relationship types. However, existing methods typical…