Modular computation graphs for deep reinforcement learning. RLgraph is a framework to quickly prototype, define and execute reinforcement learning algorithms both in research and practice. RLgraph is different from most other libraries as it can support TensorFlow (or static graphs in general) or eage...
DeepPath - A Deep Reinforcement Learning Method for Knowledge Graph Reasoning using TensorForce reinforcement-learningtensorflownumpydeep-reinforcement-learningreinforcement-learning-algorithmsnelknowledge-graph-embeddingstensorforcedeeppathknowledge-graph-reasoning ...
Yann LeCun: "self-supervised learning is the cake, supervised learning is the icing on the cake, reinforcement learning is the cherry on the cake" 本综述来自西湖大学人工智能研究与创新中心(Center for AI Research and Innovation,Westlake University),对现有的图自监督学习技术进行了全面的回顾。实验室...
Reinforcement Learning(RL): Sequence Generation with Optimal-Transport-Enhanced Reinforcement Learning Action Learning: MALA: Cross-Domain Dialogue Generation with Action Learning 1. Probabilistic Graph Neural Network(PGNN) 论文链接:https://grlearning.github.io/papers/135.pdf 1.1 任务描述 视觉理解...
https://github.com/dbkgroup/prop_gen 参考文献 Khemchandani, Y., O’Hagan, S., Samanta, S. et al.DeepGraphMolGen, a multi-objective, computational strategy for generating molecules with desirable properties: a graph convolution and reinforcement learning approach.J Cheminform 12, 53 (2020).http...
DeepMind 2018 年的研究《Relational Deep Reinforcement Learning》,提出了一种「关系性深度强化学习」方法,并在星际争霸 2 中进行了测试。 来自微软研究院和西门菲莎大学的研究者发表在 ICLR 2018 上的论文《Learning to Represent Programs with Graphs》,提出基于程序图简化程序分析,从源代码中学习。该方法结合基于数...
46,47 proposed a bearing fault diagnosis method with higher diagnostic accuracy based on reinforcement learning. In recent years, researchers have borrowed ideas from convolutional networks, recurrent networks, and deep autoencoders to define and design neural network structures for processing graph data...
在图像识别和物体检测任务上的大量实验证明了我们的ViG架构的优越性。我们希望这项关于一般视觉任务的GNN开创性研究将为未来的研究提供有益的启发和经验。PyTorch代码可在https://github.com/huawei-noah/ Efficient-AI-Backbones和MindSpore代码可在此处获得https://gitee.com/mindspore/models。
Let Graph be the Go Board: Gradient-free Node Injection Attack for Graph Neural Networks via Reinforcement Learning, 📝AAAI, Code GUAP: Graph Universal Attack Through Adversarial Patching, 📝arXiv, Code Node Injection for Class-specific Network Poisoning, 📝arXiv, Code Unnoticeable Backdoor Att...
Knowledge Graph Reasoning with Self-supervised Reinforcement Learning Official code for the following paper: PLACEHOLDER Setup Dependencies Use Docker Build the docker image docker build -< Dockerfile -t kg_ssrl:v1.0 Spin up a docker container and run experiments inside it. docker run --gpus al...