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Tianhong Gao

2 accepted papers

2025

KAA: Kolmogorov-Arnold Attention for Enhancing Attentive Graph Neural Networks

ICLR 2025poster

Graph neural networks (GNNs) with attention mechanisms, often referred to as attentive GNNs, have emerged as a prominent paradigm in advanced GNN models in recent years. However, our understanding of the critical process of scoring neighbor nodes remains limited, leading to the underperformance of m…

2025

MMAT-1M: A Large Reasoning Dataset for Multimodal Agent Tuning

ICCV 2025poster

Large Language Models (LLMs), enhanced through agent tuning, have demonstrated remarkable capabilities in Chain-of-Thought (CoT) and tool utilization, significantly surpassing the performance of standalone models. However, the multimodal domain still lacks a large-scale, high-quality agent tuning da…