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permutation invariance

65 papers

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Co-occurring keywords

graph neural network (3962) attention mechanism (4001) neural network (6616) point cloud (1480) permutation invariant (23) representation learning (6206) graph generation (109) set learning (10) deep neural network (1803) message passing (579)

Papers

TD-GEN: Graph Generation Using Tree Decomposition AISTATS 2022
Learning functions on multiple sets using multi-set transformers UAI 2022
Universal Approximation of Functions on Sets JMLR 2022
Equilibrium aggregation: encoding sets via optimization UAI 2022
Score-based Generative Modeling of Graphs via the System of Stochastic Differential Equations ICML 2022
Set Norm and Equivariant Skip Connections: Putting the Deep in Deep Sets ICML 2022
Relational Reasoning via Set Transformers: Provable Efficiency and Applications to MARL NIPS 2022
BoW Pooling: A Plug-and-Play Unit for Feature Aggregation of Point Clouds AAAI 2021
SetVAE: Learning Hierarchical Composition for Generative Modeling of Set-Structured Data CVPR 2021
A Functional Perspective on Learning Symmetric Functions with Neural Networks ICML 2021
CNN and Deep Sets for End-to-End Whole Slide Image Representation Learning MIDL 2021
On Learning Sets of Symmetric Elements (Extended Abstract) IJCAI 2021
Generative PointNet: Deep Energy-Based Learning on Unordered Point Sets for 3D Generation, Reconstruction and Classification CVPR 2021
Mini-Batch Consistent Slot Set Encoder for Scalable Set Encoding NIPS 2021
Permutation-Invariant Variational Autoencoder for Graph-Level Representation Learning NIPS 2021
Transformers Generalize DeepSets and Can be Extended to Graphs & Hypergraphs NIPS 2021
UnNatural Language Inference ACL 2021
The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning NIPS 2021
Rep the Set: Neural Networks for Learning Set Representations AISTATS 2020
Exchangeable Generative Models with Flow Scans AAAI 2020
Generalization and Representational Limits of Graph Neural Networks ICML 2020
Better Set Representations For Relational Reasoning NIPS 2020
SetConv: A New Approach for Learning from Imbalanced Data EMNLP 2020
ÚFAL at MRP 2020: Permutation-invariant Semantic Parsing in PERIN EMNLP 2020
Regularizing Towards Permutation Invariance In Recurrent Models NIPS 2020