Gryffin: An algorithm for Bayesian optimization for categorical variables informed by physical intuition with applications to chemistry. Training Binary Neural Networks with Real-to-Binary Convolutions. ForecastNet: A Time-Variant Deep Feed-Forward Neural Network Architecture for Multi-Step-Ahead Time-Series Forecasting. TACO: Trash Annotations in …

RobBERT: a Dutch RoBERTa-based Language Model. Slice Tuner: A Selective Data Collection Framework for Accurate and Fair Machine Learning Models. On the Texture Bias for Few-Shot CNN Segmentation. AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data. TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Netwo …

Learning to Generate Multiple Style Transfer Outputs for an Input Sentence. Regularized Optimal Transport is Ground Cost Adversarial. Co-occurrence Background Model with Superpixels for Robust Background Initialization. Excitation-based Voice Quality Analysis and Modification. Boosting Algorithms for Estimating Optimal Individualized Treatment Rule …

Reinforcement Learning Based Graph-to-Sequence Model for Natural Question Generation. Measuring Calibration in Deep Learning. Partial Simulation for Imitation Learning. Semi-supervised 3D Face Reconstruction with Nonlinear Disentangled Representations. iWGAN: an Autoencoder WGAN for Inference. A Syntax-Aware Approach for Unsupervised Text Style Tra …

Weakly-supervised Knowledge Graph Alignment with Adversarial Learning. Utilizing Edge Features in Graph Neural Networks via Variational Information Maximization. Learning deep graph matching with channel-independent embedding and Hungarian attention. MMD GAN with Random-Forest Kernels. Locally Constant Networks. Learning Long- and Short-Term User L …

Recurrent Event Network : Global Structure Inference Over Temporal Knowledge Graph. IsoNN: Isomorphic Neural Network for Graph Representation Learning and Classification. Subgraph Attention for Node Classification and Hierarchical Graph Pooling. Empowering Graph Representation Learning with Paired Training and Graph Co-Attention. MxPool: Multiplex …

Multi-Precision Policy Enforced Training (MuPPET) : A precision-switching strategy for quantised fixed-point training of CNNs. Feature-map-level Online Adversarial Knowledge Distillation. UNPAIRED POINT CLOUD COMPLETION ON REAL SCANS USING ADVERSARIAL TRAINING. A Probabilistic Formulation of Unsupervised Text Style Transfer. Neural Network Branchin …