DM2 Lab @ ND

MoKGE

Author: Wenhao Yu (wyu1@nd.edu). ACL 2022. Commonsense Reasoning on Knowledge Graph for Text Generation

CFLP

Author: Tong Zhao (tzhao2@nd.edu). ICML 2022. Learning from Counterfactual Links for Link Prediction

GenTaxo

The source code used for self-supervised taxonomy expansion method GenTaxo, published in KDD 2021.

InjType

Author: Xiangyu Dong (xdong2ps@gmail.com) and Wenhao Yu (wyu1@nd.edu). EMMLP 2021. News text generation.

CalendarGNN

Author: Daheng Wang (dwang8@nd.edu). KDD'20. Modeling temporal graphs.

EDMem

Code for EMNLP 2022 paper "A Unified Encoder-Decoder Framework with Entity Memory"

TransTQA

Author: Wenhao Yu (wyu1@nd.edu). EMNLP'20. Transfer Learning for Technical Question Answering.

Table-of-Contents

Usage, novelty, and metadata of code repositories.

Eland

Author: Tong Zhao (tzhao2@nd.edu). CIKM'21: Action Sequence Augmentation for Early Graph-based Anomaly Detection

CoEvoGNN

Author: Daheng Wang (dwang8@nd.edu). DLG-KDD’20. Dynamic graphs representation learning.

TUBE

Author: Daheng Wang (dwang8@nd.edu). KDD'19. Itemset representation learning.

Auto-Instruct

Code repo for EMNLP 2023 paper "Auto-Instruct: Automatic Instruction Generation and Ranking for Black-Box Language Models"

DCT

Code for NeurIPS'23 "Data-Centric Learning from Unlabeled Graphs with Diffusion Model"

graph-data-augmentation-papers

A curated list of graph data augmentation papers.

KENLG-Reading

Reading list for knowledge-enhanced text generation, with a survey

Minimally_Edited_Questions

Data and code for TACL 2023 paper "Exploring Contrast Consistency of Open-Domain Question Answering Systems on Minimally Edited Questions"

GAug

Author: Tong Zhao (tzhao2@nd.edu). AAAI 2021. Data Augmentation for GNNs.

AOO

Author: Tong Zhao (tzhao2@nd.edu). IEEE BigData'18. Actionable graph anomaly detection.

CatchSync

Author: Meng Jiang (mjiang2@nd.edu). KDD'14 Best Paper Finalist/TKDD'16. Suspicious behavior detection. Synchronized behaviors.

CatchTartan

Author: Meng Jiang (mjiang2@nd.edu). KDD'16. Event detection and summary.

CrossSpot

Author: Meng Jiang (mjiang2@nd.edu). ICDM'15/TKDE'16. Suspicious behavior detection. Multi-dimensional data analysis.

GAL

Author: Tong Zhao (tzhao2@nd.edu). TNNLS and CIKM'20. Graph anomaly detection.

GREA

Source codes of Graph Rationalization with Environment-based Augmentations

LockInfer

Author: Meng Jiang (mjiang2@nd.edu). PAKDD'14/KAIS'16. Suspicious behavior detection. Graph anomaly detection. Graph mining.

MCD

MetaPAD

Author: Meng Jiang (mjiang2@nd.edu). KDD'17. Information Extraction. Attribute Discovery. Meta Pattern Discovery from Massive Text Corpora.

MIMO_CFE

Author: Tianwen Jiang (tjiang2@nd.edu). EMNLP'19. Knowledge graph construction.

MoAMa-dev

SGIR

Codes of KDD'23 "Semi-Supervised Graph Imbalanced Regression"

TriTrain

Author: Qingkai Zeng (qzeng@nd.edu). EMNLP'20. Adaptive Scientific Named Entity Recognition (SciNER).