Decision Making

Paper Group AWR 101

October 21, 2019

Fast yet Simple Natural-Gradient Descent for Variational Inference in Complex Models. How to train your MAML. A Corpus for Reasoning About Natural Language Grounded in Photographs. Collective Entity Disambiguation with Structured Gradient Tree Boosting. Sampling Theory for Graph Signals on Product Graphs. Exploring the Semantic Content of Unsupervi …

Paper Group AWR 105

October 21, 2019

Simultaneously Self-Attending to All Mentions for Full-Abstract Biological Relation Extraction. Parallel Clustering of Single Cell Transcriptomic Data with Split-Merge Sampling on Dirichlet Process Mixtures. Actionable Recourse in Linear Classification. GeoDesc: Learning Local Descriptors by Integrating Geometry Constraints. Surrogate-assisted para …

Paper Group AWR 110

October 21, 2019

An Interpretable Reasoning Network for Multi-Relation Question Answering. Learning 3D Shapes as Multi-Layered Height-maps using 2D Convolutional Networks. A Temporally-Aware Interpolation Network for Video Frame Inpainting. Solving the Empirical Bayes Normal Means Problem with Correlated Noise. Evaluating Generative Adversarial Networks on Explicit …

Paper Group AWR 12

October 21, 2019

High Quality Prediction of Protein Q8 Secondary Structure by Diverse Neural Network Architectures. The Text-Based Adventure AI Competition. Learning to Shoot in First Person Shooter Games by Stabilizing Actions and Clustering Rewards for Reinforcement Learning. Memorable Maps: A Framework for Re-defining Places in Visual Place Recognition. MVSNet: …

Paper Group AWR 124

October 21, 2019

ADef: an Iterative Algorithm to Construct Adversarial Deformations. Deep Bayesian Inversion. HyperGCN: A New Method of Training Graph Convolutional Networks on Hypergraphs. Seq2RDF: An end-to-end application for deriving Triples from Natural Language Text. Expeditious Generation of Knowledge Graph Embeddings. Margin-based Parallel Corpus Mining wit …

Paper Group AWR 129

October 21, 2019

An Effective Single-Image Super-Resolution Model Using Squeeze-and-Excitation Networks. When Vehicles See Pedestrians with Phones:A Multi-Cue Framework for Recognizing Phone-based Activities of Pedestrians. Consistent Robust Adversarial Prediction for General Multiclass Classification. Dynamic Vision Sensors for Human Activity Recognition. Inhibite …

Paper Group AWR 132

October 21, 2019

PHD-GIFs: Personalized Highlight Detection for Automatic GIF Creation. Boosting in Image Quality Assessment. DSFD: Dual Shot Face Detector. A Comparative Study of Quality and Content-Based Spatial Pooling Strategies in Image Quality Assessment. ATOM: Accurate Tracking by Overlap Maximization. Online Abstraction with MDP Homomorphisms for Deep Learn …

Paper Group AWR 135

October 21, 2019

Learning Warped Guidance for Blind Face Restoration. Precision and Recall for Time Series. Gradient and Newton Boosting for Classification and Regression. Towards Highly Accurate and Stable Face Alignment for High-Resolution Videos. On Robust Trimming of Bayesian Network Classifiers. Breaking NLI Systems with Sentences that Require Simple Lexical I …

Paper Group AWR 14

October 21, 2019

Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and A New Benchmark for Multi-Human Parsing. A Fusion Approach for Multi-Frame Optical Flow Estimation. SpotTune: Transfer Learning through Adaptive Fine-tuning. Automatic Instrument Segmentation in Robot-Assisted Surgery Using Deep Learning. Counterfactually Fair Prediction U …

Paper Group AWR 149

October 21, 2019

Graph Neural Networks: A Review of Methods and Applications. Deep contextualized word representations. Towards Principled Design of Deep Convolutional Networks: Introducing SimpNet. DensePose: Dense Human Pose Estimation In The Wild. Optimal Transport for structured data with application on graphs. Machine Teaching for Inverse Reinforcement Learnin …

Paper Group AWR 15

October 21, 2019

Gaussian Process Behaviour in Wide Deep Neural Networks. Marginal Policy Gradients: A Unified Family of Estimators for Bounded Action Spaces with Applications. Automated Directed Fairness Testing. Hadamard Response: Estimating Distributions Privately, Efficiently, and with Little Communication. Modeling Irregularly Sampled Clinical Time Series. Pol …

Paper Group AWR 156

October 21, 2019

Analogical Reasoning on Chinese Morphological and Semantic Relations. Learning to Understand Goal Specifications by Modelling Reward. Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding. Sampling-Free Variational Inference of Bayesian Neural Networks by Variance Backpropagation. Adaptive Temporal Encoding Network for V …

Paper Group AWR 161

October 21, 2019

Graph Learning from Filtered Signals: Graph System and Diffusion Kernel Identification. AdaShift: Decorrelation and Convergence of Adaptive Learning Rate Methods. Unseen Class Discovery in Open-world Classification. What can AI do for me: Evaluating Machine Learning Interpretations in Cooperative Play. Diverse Image-to-Image Translation via Disenta …

Paper Group AWR 166

October 21, 2019

Words Can Shift: Dynamically Adjusting Word Representations Using Nonverbal Behaviors. Spatially Transformed Adversarial Examples. Variational Inference for Policy Gradient. Residual Dense Network for Image Super-Resolution. Learning Joint Semantic Parsers from Disjoint Data. TDAN: Temporally Deformable Alignment Network for Video Super-Resolution. …

Paper Group AWR 20

October 21, 2019

BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees. To Trust Or Not To Trust A Classifier. AI safety via debate. Neural Persistence: A Complexity Measure for Deep Neural Networks Using Algebraic Topology. SO-Net: Self-Organizing Network for Point Cloud Analysis. A Structured Variational Autoencoder for Contextual Morphol …

Paper Group AWR 21

October 21, 2019

Cyberbullying Detection in Social Networks Using Deep Learning Based Models; A Reproducibility Study. Excitation Dropout: Encouraging Plasticity in Deep Neural Networks. Hand Pose Estimation via Latent 2.5D Heatmap Regression. Skeleton-Based Action Recognition with Spatial Reasoning and Temporal Stack Learning. Large-Scale Multi-Domain Belief Track …

Paper Group AWR 23

October 21, 2019

Pervasive Attention: 2D Convolutional Neural Networks for Sequence-to-Sequence Prediction. Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition. Is preprocessing of text really worth your time for online comment classification?. View Adaptive Neural Networks for High Performance Skeleton-based Human Action Recognit …

Paper Group AWR 24

October 21, 2019

Deterministic consensus maximization with biconvex programming. Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation. Cross-Lingual Cross-Platform Rumor Verification Pivoting on Multimedia Content. Parametrized Deep Q-Networks Learning: Reinforcement Learning with Discrete-Continuous Hybrid Action Space. Language GA …

Paper Group AWR 25

October 21, 2019

Fast Maximum Likelihood estimation via Equilibrium Expectation for Large Network Data. Domain Adaptive Segmentation in Volume Electron Microscopy Imaging. Shield: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression. FeTa: A DCA Pruning Algorithm with Generalization Error Guarantees. Ask No More: Deciding when to guess i …

Paper Group AWR 26

October 21, 2019

Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions. Learning to Detect Fake Face Images in the Wild. Deep Reinforcement Learning for Swarm Systems. Multimodal Sentiment Analysis using Hierarchical Fusion with Context Modeling. Graph Neural Networks for IceCube Signal Classification. Multimodal Speech Emotion Recognition Using Audi …

Paper Group AWR 27

October 21, 2019

Deep Dynamical Modeling and Control of Unsteady Fluid Flows. Real Time Dense Depth Estimation by Fusing Stereo with Sparse Depth Measurements. Re-evaluating Continual Learning Scenarios: A Categorization and Case for Strong Baselines. Synthetically Trained Icon Proposals for Parsing and Summarizing Infographics. A Hierarchical Multi-task Approach f …

Paper Group AWR 3

October 21, 2019

Multi-views Fusion CNN for Left Ventricular Volumes Estimation on Cardiac MR Images. Stock Price Correlation Coefficient Prediction with ARIMA-LSTM Hybrid Model. Real-time Multiple People Tracking with Deeply Learned Candidate Selection and Person Re-Identification. Stacked U-Nets: A No-Frills Approach to Natural Image Segmentation. LSCP: Locally S …

Paper Group AWR 37

October 21, 2019

Joint Multilingual Supervision for Cross-lingual Entity Linking. Another Diversity-Promoting Objective Function for Neural Dialogue Generation. Importance of Search and Evaluation Strategies in Neural Dialogue Modeling. RISE: Randomized Input Sampling for Explanation of Black-box Models. A deep learning architecture to detect events in EEG signals …

Paper Group AWR 42

October 21, 2019

Soft-PHOC Descriptor for End-to-End Word Spotting in Egocentric Scene Images. Deep Cascade Multi-task Learning for Slot Filling in Online Shopping Assistant. Improved Sample Complexity for Stochastic Compositional Variance Reduced Gradient. Approximate Leave-One-Out for High-Dimensional Non-Differentiable Learning Problems. Attentive Sequence to Se …

Paper Group AWR 46

October 21, 2019

Multi-Multi-View Learning: Multilingual and Multi-Representation Entity Typing. 3D-PhysNet: Learning the Intuitive Physics of Non-Rigid Object Deformations. Synthetic Occlusion Augmentation with Volumetric Heatmaps for the 2018 ECCV PoseTrack Challenge on 3D Human Pose Estimation. ShuffleSeg: Real-time Semantic Segmentation Network. Generative Prob …

Paper Group AWR 47

October 21, 2019

Structured Variational Learning of Bayesian Neural Networks with Horseshoe Priors. Weakly Supervised Object Detection in Artworks. Certified Adversarial Robustness with Additive Noise. CubeSLAM: Monocular 3D Object SLAM. Unsupervised Alignment of Embeddings with Wasserstein Procrustes. Perfect Match: A Simple Method for Learning Representations For …

Paper Group AWR 53

October 21, 2019

Iterative fully convolutional neural networks for automatic vertebra segmentation and identification. Scaling provable adversarial defenses. A Reinforcement Learning Approach to Interactive-Predictive Neural Machine Translation. Graphite: Iterative Generative Modeling of Graphs. MC-GAN: Multi-conditional Generative Adversarial Network for Image Syn …

Paper Group AWR 56

October 21, 2019

Leveraging Contact Forces for Learning to Grasp. Ordered Preference Elicitation Strategies for Supporting Multi-Objective Decision Making. GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism. Multi-Stage Reinforcement Learning For Object Detection. Opinion Dynamics with Varying Susceptibility to Persuasion. Deep Inverse Op …