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Abstract: Document-level relation extraction (DocRE) aims at predicting relations of all entity pairs in one document, which plays an important role in information extraction. DocRE is more ...

Abstract: Mixup is a data augmentation method which can interpolate between existing data to create new samples. By enlarging the training distribution, it reduces the risk of over-fitting and ...

Train ArtBreeder dataset with Smart Disc Feature enabled and 7 disc images. $ python train.py --dataroot ./datasets/newbreeder/ --name art_newbreeder_allparents_bs8_disc --no_instance --fineSize 256 - ...

python train.py --name [folder-name] --dataroot [path-to-data] \ --lambda_GNN 0.1 --num_hop 2 --gnn_idt --nonzero_th 0.1 \ --pooling_num 1 --pooling_ratio '1,0.5 ...