InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization

Fan-Yun Sun, Jordan Hoffmann, Vikas Verma, +1

arXiv (Cornell University)

Graph Representation LearningMachine LearningEngineeringMutual Information MaximizationGraph Signal Processing +17

Interpolation Consistency Training for Semi-supervised Learning

Vikas Verma

Neural Networks

Artificial IntelligenceInterpolation Consistency TrainingData AugmentationDeep Neural NetworksEngineering +10

GraphMix: Improved Training of GNNs for Semi-Supervised Learning

Vikas Verma, Meng Qu, Kenji Kawaguchi, +4

Proceedings of the AAAI Conference on Artificial Intelligence

Geometric LearningGraph Neural NetworkEngineeringGraph TheoryMachine Learning +10

Interpolated Adversarial Training

Alex Lamb, Vikas Verma, Juho Kannala, +1

Artificial IntelligenceData AugmentationAdversarial RobustnessEngineeringMachine Learning +12

Interpolation-based Semi-supervised Learning for Object Detection

Jisoo Jeong, Vikas Verma, Minsung Hyun, +2

Multiple Instance LearningMachine VisionImage AnalysisMachine LearningData Science +11

GraphMix: Regularized Training of Graph Neural Networks for Semi-Supervised Learning

Vikas Verma, Meng Qu, Alex Lamb, +3

Graph Neural NetworksEngineeringMachine LearningGraph TheoryData Science +5

Manifold Mixup: Encouraging Meaningful On-Manifold Interpolation as a Regularizer.

Vikas Verma, Alex Lamb, Christopher Beckham, +3

arXiv (Cornell University)

Geometric LearningEngineeringMachine LearningManifold ModelingManifold Mixup +14

Residual Connections Encourage Iterative Inference

Stanisław Jastrzȩbski, Devansh Arpit, Nicolas Ballas, +3

arXiv (Cornell University)

Artificial IntelligenceResidual BlocksData AugmentationResnet BlockResidual Networks +13

PatchUp: A Feature-Space Block-Level Regularization Technique for Convolutional Neural Networks

Mojtaba Faramarzi, Mohammad Amini, Akilesh Badrinaaraayanan, +2

Proceedings of the AAAI Conference on Artificial Intelligence

Convolutional Neural NetworkEngineeringMachine LearningAutoencodersImage Analysis +14

Manifold Mixup: Learning Better Representations by Interpolating Hidden States

Vikas Verma, Alex Lamb, Christopher Beckham, +4

Artificial IntelligenceData AugmentationMachine VisionMachine LearningData Science +13