Search Results for author: Zehong Wang

Found 6 papers, 5 papers with code

Memorize What Matters: Emergent Scene Decomposition from Multitraverse

1 code implementation27 May 2024 Yiming Li, Zehong Wang, Yue Wang, Zhiding Yu, Zan Gojcic, Marco Pavone, Chen Feng, Jose M. Alvarez

Humans naturally retain memories of permanent elements, while ephemeral moments often slip through the cracks of memory.

Graph Inference Acceleration by Learning MLPs on Graphs without Supervision

1 code implementation14 Feb 2024 Zehong Wang, Zheyuan Zhang, Chuxu Zhang, Yanfang Ye

Graph Neural Networks (GNNs) have demonstrated effectiveness in various graph learning tasks, yet their reliance on message-passing constraints their deployment in latency-sensitive applications such as financial fraud detection.

Fraud Detection Graph Learning

Subgraph Pooling: Tackling Negative Transfer on Graphs

1 code implementation14 Feb 2024 Zehong Wang, Zheyuan Zhang, Chuxu Zhang, Yanfang Ye

Unlike in image or text data, we find that negative transfer could commonly occur in graph-structured data, even when source and target graphs have semantic similarities.

Transfer Learning

TPGNN: Learning High-order Information in Dynamic Graphs via Temporal Propagation

no code implementations3 Oct 2022 Zehong Wang, Qi Li, Donghua Yu

We argue that when learning high-order information from temporal graphs, we encounter two challenges, i. e., computational inefficiency and over-smoothing, that cannot be solved by conventional techniques applied on static graphs.

Informativeness Link Prediction +2

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