Browse > Graphs > Graph Generation

Graph Generation

24 papers with code · Graphs

Leaderboards

No evaluation results yet. Help compare methods by submit evaluation metrics.

Latest papers with code

GraphGen: A Scalable Approach to Domain-agnostic Labeled Graph Generation

22 Jan 2020idea-iitd/graphgen

Minimum DFS codes are canonical labels and capture the graph structure precisely along with the label information.

GRAPH GENERATION

3
22 Jan 2020

Deep Graph Translation

ICLR 2020 anonymous1025/Deep-Graph-Translation-

Deep graph generation models have achieved great successes recently, among which, however, are typically unconditioned generative models that have no control over the target graphs are given an input graph.

GRAPH GENERATION

8
01 Jan 2020

Image-Conditioned Graph Generation for Road Network Extraction

31 Oct 2019davide-belli/generative-graph-transformer

For this, we introduce the Toulouse Road Network dataset, based on real-world publicly-available data.

GRAPH GENERATION SEMANTIC SEGMENTATION

26
31 Oct 2019

Efficient Graph Generation with Graph Recurrent Attention Networks

NeurIPS 2019 lrjconan/GRAN

Our model generates graphs one block of nodes and associated edges at a time.

GRAPH GENERATION

219
02 Oct 2019

Graph Residual Flow for Molecular Graph Generation

30 Sep 2019pfnet-research/chainer-chemistry

Statistical generative models for molecular graphs attract attention from many researchers from the fields of bio- and chemo-informatics.

GRAPH GENERATION

396
30 Sep 2019

TGG: Transferable Graph Generation for Zero-shot and Few-shot Learning

30 Aug 2019zcrwind/tgg-pytorch

A dual relation propagation approach is proposed, where relations captured by the generated graph are separately propagated from the seen and unseen subgraphs.

FEW-SHOT LEARNING GRAPH GENERATION META-LEARNING TRANSFER LEARNING

9
30 Aug 2019

The Limited Multi-Label Projection Layer

20 Jun 2019locuslab/lml

We propose the Limited Multi-Label (LML) projection layer as a new primitive operation for end-to-end learning systems.

GRAPH GENERATION SCENE GRAPH GENERATION

37
20 Jun 2019

GraphNVP: An Invertible Flow Model for Generating Molecular Graphs

28 May 2019pfnet-research/chainer-chemistry

We propose GraphNVP, the first invertible, normalizing flow-based molecular graph generation model.

GRAPH GENERATION

396
28 May 2019

Knowledge-Embedded Routing Network for Scene Graph Generation

CVPR 2019 yuweihao/KERN

More specifically, we show that the statistical correlations between objects appearing in images and their relationships, can be explicitly represented by a structured knowledge graph, and a routing mechanism is learned to propagate messages through the graph to explore their interactions.

GRAPH GENERATION SCENE GRAPH GENERATION

55
08 Mar 2019

Encoding Robust Representation for Graph Generation

28 Sep 2018dmzou/SCAT

The decoder is a simple fully connected network that is adapted to specific tasks, such as link prediction, signal generation on graphs and full graph and signal generation.

GRAPH GENERATION LINK PREDICTION

4
28 Sep 2018