Self-guided Approximate Linear Programs. Predicting trends in the quality of state-of-the-art neural networks without access to training or testing data. Improved Techniques for Training Single-Image GANs. A C Code Generator for Fast Inference and Simple Deployment of Convolutional Neural Networks on Resource Constrained Systems. Image Fine-grained …

Virtual staining for mitosis detection in Breast Histopathology. Approximation Bounds for Random Neural Networks and Reservoir Systems. Generating Higher-Fidelity Synthetic Datasets with Privacy Guarantees. Learning Stochastic Behaviour of Aggregate Data. Supervised Phrase-boundary Embeddings. Learning the Loss Functions in a Discriminative Space f …

Provable Benefit of Orthogonal Initialization in Optimizing Deep Linear Networks. vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations. Adversarial Video Generation on Complex Datasets. Information Geometry of Orthogonal Initializations and Training. Towards Hierarchical Importance Attribution: Explaining Compositional Semantics …

Learning scalable and transferable multi-robot/machine sequential assignment planning via graph embedding. Learning Generative Models using Denoising Density Estimators. Invertible generative models for inverse problems: mitigating representation error and dataset bias. XD: Cross-lingual Knowledge Distillation for Polyglot Sentence Embeddings. A Bi …

PROTOTYPE-ASSISTED ADVERSARIAL LEARNING FOR UNSUPERVISED DOMAIN ADAPTATION. Implicit Bias of Gradient Descent based Adversarial Training on Separable Data. Deep Neural Forests: An Architecture for Tabular Data. Revisiting the Generalization of Adaptive Gradient Methods. INFERENCE, PREDICTION, AND ENTROPY RATE OF CONTINUOUS-TIME, DISCRETE-EVENT PROC …

Discrepancy Ratio: Evaluating Model Performance When Even Experts Disagree on the Truth. Combining Q-Learning and Search with Amortized Value Estimates. Improved memory in recurrent neural networks with sequential non-normal dynamics. Differentiable Reasoning over a Virtual Knowledge Base. Hamiltonian Generative Networks. GenDICE: Generalized Offli …