Exploit Clues from Views: Self-Supervised and Regularized Learning for Multiview Object Recognition. Fast reconstruction of atomic-scale STEM-EELS images from sparse sampling. Counter-example Guided Learning of Bounds on Environment Behavior. Multi-Level Representation Learning for Deep Subspace Clustering. Co-occurrence of deep convolutional featu …

A Model-Based, Decision-Theoretic Perspective on Automated Cyber Response. Driver Modeling through Deep Reinforcement Learning and Behavioral Game Theory. Digital synthesis of histological stains using micro-structured and multiplexed virtual staining of label-free tissue. Using Machine Learning to predict extreme events in the Hénon map. Wasserste …

Winning the Lottery with Continuous Sparsification. Model Architecture Controls Gradient Descent Dynamics: A Combinatorial Path-Based Formula. Reweighted Proximal Pruning for Large-Scale Language Representation. Distilled embedding: non-linear embedding factorization using knowledge distillation. Soft Token Matching for Interpretable Low-Resource C …

RefNet: Automatic Essay Scoring by Pairwise Comparison. Defensive Tensorization: Randomized Tensor Parametrization for Robust Neural Networks. Unified Probabilistic Deep Continual Learning through Generative Replay and Open Set Recognition. Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples. QXplore: Q-Learning Exploration …

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 …

Deep Orientation Uncertainty Learning based on a Bingham Loss. Learning Disentangled Representations for CounterFactual Regression. Unrestricted Adversarial Examples via Semantic Manipulation. Sequential Latent Knowledge Selection for Knowledge-Grounded Dialogue. Winning Privately: The Differentially Private Lottery Ticket Mechanism. Certifying Neu …