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Inductive Learning

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TitleStatusHype
Is deep learning necessary for simple classification tasks?Code3
Learning to Solve Constraint Satisfaction Problems with Recurrent TransformerCode1
InGram: Inductive Knowledge Graph Embedding via Relation GraphsCode1
Chronosymbolic Learning: Efficient CHC Solving with Symbolic Reasoning and Inductive LearningCode1
INCREASE: Inductive Graph Representation Learning for Spatio-Temporal KrigingCode1
On-the-Fly Category DiscoveryCode1
Learning to Learn Better for Video Object SegmentationCode1
Facing Changes: Continual Entity Alignment for Growing Knowledge GraphsCode1
Multi-modal Graph Learning for Disease PredictionCode1
Sparsity-aware neural user behavior modeling in online interaction platformsCode1
FOLD-RM: A Scalable, Efficient, and Explainable Inductive Learning Algorithm for Multi-Category Classification of Mixed DataCode1
Sparse Structure Learning via Graph Neural Networks for Inductive Document ClassificationCode1
HGATE: Heterogeneous Graph Attention Auto-EncodersCode1
FOLD-R++: A Scalable Toolset for Automated Inductive Learning of Default Theories from Mixed DataCode1
Towards Open-World Feature Extrapolation: An Inductive Graph Learning ApproachCode1
Transductive Learning for Unsupervised Text Style TransferCode1
PhysGNN: A Physics-Driven Graph Neural Network Based Model for Predicting Soft Tissue Deformation in Image-Guided NeurosurgeryCode1
Joint Inductive and Transductive Learning for Video Object SegmentationCode1
Cross-Node Federated Graph Neural Network for Spatio-Temporal Data ModelingCode1
Inductive Relation Prediction by BERTCode1
Knowledge-Preserving Incremental Social Event Detection via Heterogeneous GNNsCode1
Inductive Learning on Commonsense Knowledge Graph CompletionCode1
funcGNN: A Graph Neural Network Approach to Program SimilarityCode1
Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node EmbeddingsCode1
Deep Graph Contrastive Representation LearningCode1
Learning to Generate Levels From NothingCode1
Deep Iterative and Adaptive Learning for Graph Neural NetworksCode1
GraphSAINT: Graph Sampling Based Inductive Learning MethodCode1
Benchmarking Regression Methods: A comparison with CGANCode1
Representation Learning for Attributed Multiplex Heterogeneous NetworkCode1
Neural Logic MachinesCode1
Deep Graph InfomaxCode1
A Graph-in-Graph Learning Framework for Drug-Target Interaction Prediction—0
Mind The Gap: Deep Learning Doesn't Learn Deeply—0
Dual-channel Heterophilic Message Passing for Graph Fraud DetectionCode0
Standard Neural Computation Alone Is Insufficient for Logical Intelligence—0
Inductive Learning of Robot Task Knowledge from Raw Data and Online Expert FeedbackCode0
Online inductive learning from answer sets for efficient reinforcement learning exploration—0
Deep Transfer Q-Learning for Offline Non-Stationary Reinforcement Learning—0
Adversarial Training for Graph Neural Networks via Graph Subspace Energy Optimization—0
Graph Neural Networks for modelling breast biomechanical compressionCode0
Improving Fuzzy Rule Classifier with Brain Storm Optimization and Rule Modification—0
A Surprisingly Simple Approach to Generalized Few-Shot Semantic SegmentationCode0
High-Order Evolving Graphs for Enhanced Representation of Traffic DynamicsCode0
Sub-graph Based Diffusion Model for Link Prediction—0
Inductive Learning of Logical Theories with LLMs: An Expressivity-Graded Analysis—0
Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors—0
Unsupervised Graph Representation Learning with Inductive Shallow Node EmbeddingCode0
Graph Transductive Defense: a Two-Stage Defense for Graph Membership Inference Attacks—0
Enhancing Graph U-Nets for Mesh-Agnostic Spatio-Temporal Flow Prediction—0
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