文件名称：Applications.rar
文件大小：170.14MB
文件格式：RAR
更新时间：2022-06-16 08:08:13
GNN CNN RNN KNN ANN
图形神经网络（GNN）主要用于分子应用，因为分子结构可以用图形结构表示，它可以有效地建模系统中对象之间的关系或交互。GNN有各种应用，例如分子应用，网络分析和物理建模。
【文件预览】：
Applications
----knowledge graph()
--------Multi-Label Zero-Shot Learning with Structured Knowledge Graphs.pdf(1.36MB)
--------Knowledge Transfer for Out-of-Knowledge-Base Entities - A Graph Neural Network Approach.pdf(355KB)
--------Representation learning for visual-relational knowledge graphs.pdf(6.9MB)
--------Modeling Semantics with Gated Graph Neural Networks for Knowledge Base Question Answering.pdf(438KB)
--------The More You Know- Using Knowledge Graphs for Image Classification.pdf(2.31MB)
--------Deep Reasoning with Knowledge Graph for Social Relationship Understanding.pdf(2.76MB)
--------Zero-shot Recognition via Semantic Embeddings and Knowledge Graphs.pdf(1.63MB)
--------Dynamic Graph Generation Network- Generating Relational Knowledge from Diagrams.pdf(1.19MB)
--------Cross-lingual Knowledge Graph Alignment via Graph Convolutional Networks.pdf(433KB)
----science()
--------Protein Interface Prediction using Graph Convolutional Networks.pdf(838KB)
--------Combining Neural Networks with Personalized PageRank for Classification on Graphs.pdf(483KB)
--------Learning Human-Object Interactions by Graph Parsing Neural Networks.pdf(3.91MB)
--------Learning Multiagent Communication with Backpropagation.pdf(4.13MB)
--------Neural Module Networks.pdf(1.03MB)
--------Relational inductive bias for physical construction in humans and machines.pdf(1023KB)
--------Translating Embeddings for Modeling Multi-relational Data.pdf(414KB)
--------Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks.pdf(304KB)
--------Learning Conditioned Graph Structures for Interpretable Visual Question Answering.pdf(8.48MB)
--------Constructing Narrative Event Evolutionary Graph for Script Event Prediction.pdf(655KB)
--------VAIN- Attentional Multi-agent Predictive Modeling.pdf(424KB)
--------Discovering objects and their relations from entangled scene representations.pdf(4.99MB)
--------Hybrid Approach of Relation Network and Localized Graph Convolutional Filtering for Breast Cancer Subtype Classification.pdf(2.52MB)
--------Attention, Learn to Solve Routing Problems!.pdf(1.48MB)
--------DeepInf- Modeling influence locality in large social networks.pdf(1.07MB)
--------Beyond Categories- The Visual Memex Model for Reasoning About Object Relationships.pdf(619KB)
--------Graph networks as learnable physics engines for inference and control.pdf(2.72MB)
--------Learning a SAT Solver from Single-Bit Supervision.pdf(1.89MB)
--------Geometric Matrix Completion with Recurrent Multi-Graph Neural Networks.pdf(6.99MB)
--------Interaction Networks for Learning about Objects, Relations and Physics.pdf(1.91MB)
--------Action Schema Networks- Generalised Policies with Deep Learning.pdf(1.67MB)
--------Understanding Kin Relationships in a Photo.pdf(1.44MB)
--------Neural Relational Inference for Interacting Systems.pdf(2.83MB)
--------Learning to Represent Programs with Graphs.pdf(422KB)
--------Graph Convolutional Matrix Completion.pdf(733KB)
--------Inference in Probabilistic Graphical Models by Graph Neural Networks.pdf(3.07MB)
--------Traffic Graph Convolutional Recurrent Neural Network- A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting.pdf(1.45MB)
--------Deep Graph Infomax.pdf(8.15MB)
--------Convolutional networks on graphs for learning molecular fingerprints.pdf(785KB)
--------NerveNet Learning Structured Policy with Graph Neural Networks.pdf(3.11MB)
--------Molecular Graph Convolutions- Moving Beyond Fingerprints.pdf(2.08MB)
--------Spatio-Temporal Graph Convolutional Networks- A Deep Learning Framework for Traffic Forecasting.pdf(895KB)
--------Adversarial Attack on Graph Structured Data.pdf(593KB)
--------Effective Approaches to Attention-based Neural Machine Translation.pdf(244KB)
--------Learning Deep Generative Models of Graphs.pdf(2.31MB)
--------Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition.pdf(1.5MB)
--------A Note on Learning Algorithms for Quadratic Assignment with Graph Neural Networks.pdf(340KB)
--------Attend, Infer, Repeat- Fast Scene Understanding with Generative Models.pdf(1.3MB)
--------Constrained Generation of Semantically Valid Graphs via Regularizing Variational Autoencoders.pdf(567KB)
--------Semi-supervised User Geolocation via Graph Convolutional Networks.pdf(1.13MB)
--------Conversation Modeling on Reddit using a Graph-Structured LSTM.pdf(682KB)
--------Hyperbolic Attention Networks.pdf(3.08MB)
--------Relational neural expectation maximization- Unsupervised discovery of objects and their interactions.pdf(1.15MB)
--------Symbolic Graph Reasoning Meets Convolutions.pdf(3.23MB)
--------Graph Convolutional Neural Networks for Web-Scale Recommender Systems.pdf(9.84MB)
--------Neural Combinatorial Optimization with Reinforcement Learning.pdf(393KB)
--------Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs.pdf(567KB)
--------Visual Interaction Networks- Learning a Physics Simulator from Vide.o.pdf(5.41MB)
--------Cross-Sentence N-ary Relation Extraction with Graph LSTMs.pdf(541KB)
--------Learning model-based planning from scratch.pdf(1.28MB)
--------Structured Dialogue Policy with Graph Neural Networks.pdf(779KB)
--------Metacontrol for Adaptive Imagination-Based Optimization.pdf(1.6MB)
--------Situation Recognition with Graph Neural Networks.pdf(5.27MB)
--------Learning Graphical State Transitions.pdf(1.47MB)
--------Self-Attention with Relative Position Representations.pdf(230KB)
--------Relational Deep Reinforcement Learning.pdf(6.81MB)
--------A Compositional Object-Based Approach to Learning Physical Dynamics.pdf(4.26MB)
--------GraphRNN- Generating Realistic Graphs with Deep Auto-regressive Models.pdf(2.43MB)
--------A simple neural network module for relational reasoning.pdf(1.37MB)
----text()
--------Jointly Multiple Events Extraction via Attention-based Graph.pdf(430KB)
--------Sequence Labeling()
--------Graph Convolutional Networks with Argument-Aware Pooling for Event Detection.pdf(325KB)
--------End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures.pdf(363KB)
--------Recurrent Relational Networks.pdf(307KB)
--------A Graph-to-Sequence Model for AMR-to-Text Generation.pdf(290KB)
--------Graph Convolutional Encoders for Syntax-aware Neural Machine Translation.pdf(347KB)
--------Graph Convolutional Networks for Text Classification.pdf(1.83MB)
--------Encoding Sentences with Graph Convolutional Networks for Semantic Role Labeling.pdf(622KB)
--------Exploring Graph-structured Passage Representation for Multi-hop Reading Comprehension with Graph Neural Networks..pdf(453KB)
--------N-ary relation extraction using graph state LSTM.pdf(456KB)
--------Graph Convolution over Pruned Dependency Trees Improves Relation Extraction.pdf(784KB)
--------Exploiting Semantics in Neural Machine Translation with Graph Convolutional Networks.pdf(605KB)
--------Text classification()
----graph generation()
--------Graph Convolutional Policy Network for Goal-Directed Molecular Graph Generation.pdf(518KB)
--------MolGAN- An implicit generative model for small molecular graphs.pdf(1.1MB)
--------NetGAN- Generating Graphs via Random Walks.pdf(1.67MB)
----image()
--------Social Relationship Understanding()
--------Object Detection()
--------Interaction Detection()
--------Visual Question Answering()
--------Region Classification()
--------Semantic Segmentation()
--------Image classification()
----combinatorial optimization()
--------Combinatorial Optimization with Graph Convolutional Networks and Guided Tree Search.pdf(537KB)
--------Learning Combinatorial Optimization Algorithms over Graphs.pdf(2.91MB)