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05/18/2023
ProgSG: Cross-Modality Representation Learning for Programs in Electronic Design Automation
Recent years have witnessed the growing popularity of domain-specific ac...
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10/15/2022
Code Recommendation for Open Source Software Developers
Open Source Software (OSS) is forming the spines of technology infrastru...
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09/19/2022
Dual-Geometric Space Embedding Model for Two-View Knowledge Graphs
Two-view knowledge graphs (KGs) jointly represent two components: an ont...
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07/21/2022
Subgraph Matching via Query-Conditioned Subgraph Matching Neural Networks and Bi-Level Tree Search
Recent advances have shown the success of using reinforcement learning a...
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11/17/2021
Enabling Automated FPGA Accelerator Optimization Using Graph Neural Networks
High-level synthesis (HLS) has freed the computer architects from develo...
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10/12/2020
Multivariate Time Series Classification with Hierarchical Variational Graph Pooling
Over the past decade, multivariate time series classification (MTSC) has...
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06/11/2020
Bi-Level Graph Neural Networks for Drug-Drug Interaction Prediction
We introduce Bi-GNN for modeling biological link prediction tasks such a...
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05/14/2020
Hierarchical and Fast Graph Similarity Computation via Graph Coarsening and Deep Graph Learning
In this work, we are interested in the large graph similarity computatio...
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02/08/2020
Fast Detection of Maximum Common Subgraph via Deep Q-Learning
Detecting the Maximum Common Subgraph (MCS) between two input graphs is ...
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04/01/2019
Unsupervised Inductive Whole-Graph Embedding by Preserving Graph Proximity
We introduce a novel approach to graph-level representation learning, wh...
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10/23/2018
Convolutional Set Matching for Graph Similarity
We introduce GSimCNN (Graph Similarity Computation via Convolutional Neu...
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09/10/2018
Convolutional Neural Networks for Fast Approximation of Graph Edit Distance
Graph Edit Distance (GED) computation is a core operation of many widely...
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08/16/2018