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Weekly Reading Group on Graphs at Mila

Organizer: Shagun Sodhani

2019

DateTopicPresentersSlides
23rd April, 2019End of term
16th April, 2019Continuous-Time Dynamic Network EmbeddingsWeiping SongSlides
9th April, 2019Improved Knowledge Graph Embedding using Background Taxonomic InformationBahare FatemiSlides
2nd April, 2019Drug Discovery and GNNsSun FanyunSlides
19th March, 2019GNN Explainer: A Tool for Post-hoc Explanation of Graph Neural NetworksShagun SodhaniSlides
12th March, 2019Combining Graph Neural Networks with Statistical Relational LearningMeng QuSlides
5th March, 2019Spring Break
26th February, 2019RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpaceJian TangSlides
19th February, 2019GraphViteZhaocheng ZhuSlides
12th February, 2019Multi-GCN: Graph Convolutional Networks for Multi-View Networks, with Applications to Global PovertySimon BlackburnSlides
5th February, 2019A review of semi-supervised learning on graphs using graph convolutional networksCarlos Eduardo LassanceSlides
29th January, 2019Compositional Fairness Constraints for Graph EmbeddingsJoey BoseSlides
22nd January, 2019Happy ICML
15th January, 2019Knowledge Vault: A Web-Scale Approach to Probabilistic Knowledge FusionDisha ShrivastavaSlides

2018

DateTopicPresentersSlides
22nd November, 2018End of Semester
15th November, 2018Towards Sparse Hierarchical Graph ClassifiersCătălina CangeaSlides
8th November, 2018Cancelled
1st November, 2018Multi-hop Reasoning with Graph Convolutional NetworksCarlos Eduardo LassanceSlides
25th October, 2018Diffusion-Based Approximate Value FunctionsMartin KlissarovSlides
18th October, 2018GraphDialPrasanna ParthasarathiWIP
11th October, 2018Learning Graphical State TransitionsDaniel D. JohnsonSlides
4th October, 2018Hyperbolic Graph EmbeddingsWilliam L. HamiltonSlides
27th September, 2018Deep Graph InformaxPetar VeličkovićSlides
20th September, 2018Graph Convolutional Neural Networks for Web-Scale Recommender SystemsCătălina CangeaSlides
13th September, 2018Latent Molecular Optimization for Targeted Therapeutic DesignAndreea DeacSlides
29th August, 2018Go for a Walk and Arrive at the Answer: Reasoning Over Paths in Knowledge Bases using Reinforcement LearningZhiqing SunSlides
22nd August, 2018A simple neural network module for relational reasoning, Relational recurrent neural networks, Relational deep reinforcement learningPetar VeličkovićSlides
15th August, 2018NerveNet: Learning Structured Policy with Graph Neural NetworksCătălina CangeaSlides
8th August, 2018A Graph-to-Sequence Model for AMR-to-Text GenerationKoustuv SinhaSlides
1st August, 2018NetGAN: Generating Graphs via Random WalkCheng YangSlides
25th July, 2018Neural Relational Inference for Interacting SystemsPetar VelickovicSlides
18th July, 2018Hierarchical Graph Representation Learning with Differentiable PoolingSimon BlackburnSlides
11th July, 2018ICML
4th July, 2018Graph Convolutional Policy Network for Goal-Directed Molecular Graph GenerationAndreea DeacSlides
27th June, 2018Adversarial Attack on Graph Structured DataCheng YangSlides
20th June, 2018Representation Learning on Graphs with Jumping Knowledge NetworksShagun SodhaniSlides
13th June, 2018Stochastic Training of Graph Convolutional Networks with Variance ReductionShagun SodhaniSlides
6th June, 2018GraphVAE: Towards Generation of Small Graphs Using Variational AutoencodersAlejandro PosadaSlides
30th May, 2018Towards Gene Expression Convolutions using Gene Interaction GraphsJoseph CohenSlides
23rd May, 2018Automatically Extracting Action Graphs from Materials Science Synthesis ProceduresFrancis and KaramSlides
16th May, 2018NIPS!
9th May, 2018GraphRNN: A Deep Generative Model for GraphsShagun SodhaniSlides
2nd May, 2018Happy ICLR!
25th April, 2018Junction Tree Variational Autoencoder for Molecular Graph GenerationYu-Hsiang Huangslides
18th April, 2018Crystal Graph Convolutional Neural Networks for an Accurate and Interpretable Prediction of Material PropertiesSimon Blackburnslides
11th April, 2018Graph Representation and Molecular Property Prediction using Message Passing Neural NetworksJian Tang, Karam Thomas, Shagun Sodhanislides