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Siqi Miao

Simple is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation

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Oct 28, 2024
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Towards Understanding Sensitive and Decisive Patterns in Explainable AI: A Case Study of Model Interpretation in Geometric Deep Learning

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Jun 30, 2024
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What Can We Learn from State Space Models for Machine Learning on Graphs?

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Jun 09, 2024
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Locality-Sensitive Hashing-Based Efficient Point Transformer with Applications in High-Energy Physics

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Feb 19, 2024
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High Pileup Particle Tracking with Object Condensation

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Dec 06, 2023
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GDL-DS: A Benchmark for Geometric Deep Learning under Distribution Shifts

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Oct 12, 2023
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Interpretable Geometric Deep Learning via Learnable Randomness Injection

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Oct 30, 2022
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Interpretable and Generalizable Graph Learning via Stochastic Attention Mechanism

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Jan 31, 2022
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