Bingheng Li

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20232026

most citedPC-Conv: Unifying Homophily and Heterophily with Two-fold Filtering

1 citations · 2 across the 11 of their papers we have counts for

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2 papers · 1 filter

cs.LG2026

Dynamic Graph Prompting via Topology-Routed Mixed-Curvature Experts

Quanxin Wang, Xuanting Xie, Bingheng Li +4

Dynamic graph prompting freezes a pre-trained temporal backbone and adapts it to label-scarce downstream tasks using lightweight prompts. However, existing methods operate within a…

cs.AI2026

Clustering as Reasoning: A $k$ -Means Interpretation of Chain-of-Thought Graph Learning

Xuanting Xie, Zhaochen Guo, Bingheng Li +4

Chain-of-Thought (CoT) prompting has shown promise in enhancing the reasoning capabilities of large language models (LLMs) on text-attributed graphs (TAGs). This work reframes CoT-…

Dynamic Graph Prompting via Topology-Routed Mixed-Curvature Experts

Clustering as Reasoning: A k-Means Interpretation of Chain-of-Thought Graph Learning

Clustering as Reasoning: A $k$ -Means Interpretation of Chain-of-Thought Graph Learning