MALL Lab (IISc)

ASAP

AAAI 2020 - ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations

graph-algorithms pytorch gcn graph-classification graph-neural-networks graph-convolution-network graph-pooling

Python Apache-2.0 7 35 0 0 Updated Jun 21, 2020

WordGCN

ACL 2019: Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional Networks

natural-language-processing tensorflow word-embeddings deep-learning-tutorial graph-convolutional-networks gcn acl2019

Python Apache-2.0 38 169 0 1 Updated Jun 16, 2020

EmbedKGQA

ACL 2020: Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings

Python Apache-2.0 10 40 1 0 Updated Jun 14, 2020

SGCP

TACL 2020: Syntax-Guided Controlled Generation of Paraphrases

paper natural-language-generation paraphrase-generation syntactic-generation

Python Apache-2.0 3 20 0 0 Updated Jun 13, 2020

HyperGCN

NeurIPS 2019: HyperGCN: A New Method of Training Graph Convolutional Networks on Hypergraphs

semi-supervised-learning hypergraph graph-convolutional-network

Python Apache-2.0 9 37 0 0 Updated May 30, 2020

RESIDE

EMNLP 2018: RESIDE: Improving Distantly-Supervised Neural Relation Extraction using Side Information

natural-language-processing deep-learning graph-convolutional-networks relation-extraction distant-supervision neural-relation-extraction

CSS Apache-2.0 31 186 0 1 Updated May 27, 2020

EWISE

ACL 2019: Zero-shot Word Sense Disambiguation using Sense Deﬁnition Embedding

Python Apache-2.0 12 52 0 0 Updated May 20, 2020

InteractE

AAAI 2020 - InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions

deep-learning pytorch knowledge-graph-completion knowledge-graph-embeddings aaai2020

Python Apache-2.0 4 30 0 0 Updated May 19, 2020

CompGCN

ICLR 2020: Composition-Based Multi-Relational Graph Convolutional Networks

deep-learning pytorch link-prediction graph-convolutional-networks graph-representation-learning relation-embeddings iclr2020

Python Apache-2.0 32 140 2 0 Updated May 16, 2020

ProteinGCN

ProteinGCN: Protein model quality assessment using Graph Convolutional Networks

deep-learning pytorch protein graph-convolutional-networks graph-neural-networks protein-model-quality-estimation

Python 4 25 0 0 Updated May 3, 2020

NeuralDater

ACL 2018: Dating Documents using Graph Convolution Networks

deep-learning tensorflow graph-convolutional-networks timestamping acl2018 automated-document-dating

Python Apache-2.0 12 53 0 2 Updated Jan 28, 2020

DiPS

NAACL 2019: Submodular optimization-based diverse paraphrasing and its effectiveness in data augmentation

diversity paper natural-language-generation data-augmentation submodular-optimization paraphrase-generation naacl2019

Python Apache-2.0 11 48 0 1 Updated Dec 11, 2019

CaRE

EMNLP 2019: CaRe: Open Knowledge Graph Embeddings

machine-learning pytorch embeddings knowledge-graph canonicalization openie

Python Apache-2.0 3 22 1 0 Updated Nov 24, 2019

cesi

WWW 2018: CESI: Canonicalizing Open Knowledge Bases using Embeddings and Side Information

www embeddings dataset knowledge-graph canonicalization knowledge-graph-embeddings cesi

Python Apache-2.0 17 72 1 0 Updated Sep 26, 2019

kg-geometry

Python Apache-2.0 2 14 0 0 Updated May 27, 2019

lcn

AISTATS 2019: Lovász Convolutional Networks

machine-learning deep-learning tensorflow representation-learning graph-convolutional-networks aistats

Python Apache-2.0 2 8 0 0 Updated May 22, 2019

ConfGCN

AISTATS 2019: Confidence-based Graph Convolutional Networks for Semi-Supervised Learning

deep-learning tensorflow semi-supervised-learning graph-convolutional-networks network-representation-learning aistats

Python Apache-2.0 12 38 1 0 Updated May 22, 2019

HyTE

EMNLP 2018: HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding

machine-learning tensorflow wikidata knowledge-graph representation-learning knowledge-base embedding

Python Apache-2.0 33 106 1 0 Updated May 6, 2019