Structured Prediction

Paper Group AWR 119

October 21, 2019

Structured Interpretation of Temporal Relations. Scene Text Detection and Recognition: The Deep Learning Era. On the Dimensionality of Word Embedding. CFENet: An Accurate and Efficient Single-Shot Object Detector for Autonomous Driving. Simulation-based Adversarial Test Generation for Autonomous Vehicles with Machine Learning Components. Lovasz Con …

Paper Group AWR 120

October 21, 2019

Measuring LDA Topic Stability from Clusters of Replicated Runs. Multilingual Extractive Reading Comprehension by Runtime Machine Translation. Reasoning about Actions and State Changes by Injecting Commonsense Knowledge. What Makes Reading Comprehension Questions Easier?. GuideR: a guided separate-and-conquer rule learning in classification, regress …

Paper Group AWR 127

October 21, 2019

Temporal Gaussian Mixture Layer for Videos. Hyperspherical Variational Auto-Encoders. Conditional Linear Regression. Efficient Model-Free Reinforcement Learning Using Gaussian Process. Neural Processes. Deep Underwater Image Enhancement. Comparing Dynamics: Deep Neural Networks versus Glassy Systems. End-to-End Speech Recognition From the Raw Wavef …

Paper Group AWR 136

October 21, 2019

Compressing physical properties of atomic species for improving predictive chemistry. Data-efficient Neuroevolution with Kernel-Based Surrogate Models. RoadTracer: Automatic Extraction of Road Networks from Aerial Images. Ensemble Learning Applied to Classify GPS Trajectories of Birds into Male or Female. Detail-Preserving Pooling in Deep Networks. …

Paper Group AWR 165

October 21, 2019

Generative Code Modeling with Graphs. Evidence Transfer for Improving Clustering Tasks Using External Categorical Evidence. Loss Surfaces, Mode Connectivity, and Fast Ensembling of DNNs. Quantitative analysis of patch-based fully convolutional neural networks for tissue segmentation on brain magnetic resonance imaging. FutureGAN: Anticipating the F …

Paper Group AWR 6

October 21, 2019

Bayesian sparse reconstruction: a brute-force approach to astronomical imaging and machine learning. AttentionXML: Label Tree-based Attention-Aware Deep Model for High-Performance Extreme Multi-Label Text Classification. Hierarchical Quantized Representations for Script Generation. Simple Baselines for Human Pose Estimation and Tracking. Mapping In …

Paper Group AWR 64

October 21, 2019

A Domain Guided CNN Architecture for Predicting Age from Structural Brain Images. Distributed regression modeling for selecting markers under data protection constraints. Probabilistic Verification of Fairness Properties via Concentration. Single-Agent Policy Tree Search With Guarantees. Free as in Free Word Order: An Energy Based Model for Word Se …

Paper Group AWR 73

October 21, 2019

Fast Best Subset Selection: Coordinate Descent and Local Combinatorial Optimization Algorithms. Distilling Knowledge for Search-based Structured Prediction. Fast High-Dimensional Bilateral and Nonlocal Means Filtering. Gradient descent revisited via an adaptive online learning rate. Data-Efficient Hierarchical Reinforcement Learning. Improving Opti …

Paper Group AWR 83

October 21, 2019

ABC-CDE: Towards Approximate Bayesian Computation with Complex High-Dimensional Data and Limited Simulations. Multi-Task Spatiotemporal Neural Networks for Structured Surface Reconstruction. Random directions stochastic approximation with deterministic perturbations. Improving Reinforcement Learning Based Image Captioning with Natural Language Prio …

Paper Group ANR 25

October 20, 2019

Search-Guided, Lightly-supervised Training of Structured Prediction Energy Networks. Near-Optimal Coresets of Kernel Density Estimates. Prioritized Multi-View Stereo Depth Map Generation Using Confidence Prediction. Context-Aware Synthesis and Placement of Object Instances. Adversarial Examples in Remote Sensing. Hyper-Hue and EMAP on Hyperspectral …

Paper Group ANR 60

October 20, 2019

A Learning-Based Visual Saliency Fusion Model for High Dynamic Range Video (LBVS-HDR). A Bayesian Approach for Inferring Local Causal Structure in Gene Regulatory Networks. Automatically Designing CNN Architectures for Medical Image Segmentation. Exact and Robust Conformal Inference Methods for Predictive Machine Learning With Dependent Data. A Cla …

Paper Group ANR 93

October 20, 2019

Improving Question Answering by Commonsense-Based Pre-Training. LEAFAGE: Example-based and Feature importance-based Explanationsfor Black-box ML models. A matching based clustering algorithm for categorical data. Machine learning for Internet of Things data analysis: A survey. Catalog of quasars from the Kilo-Degree Survey Data Release 3. Negative …

Paper Group AWR 187

October 20, 2019

Cross-layer Optimization for High Speed Adders: A Pareto Driven Machine Learning Approach. B-DCGAN:Evaluation of Binarized DCGAN for FPGA. Automatic Classification of Music Genre using Masked Conditional Neural Networks. Deep Interest Evolution Network for Click-Through Rate Prediction. Gaussian Process Classification for Variable Fidelity Data. Mo …

Paper Group AWR 211

October 20, 2019

Poison Frogs! Targeted Clean-Label Poisoning Attacks on Neural Networks. Tensor field networks: Rotation- and translation-equivariant neural networks for 3D point clouds. Personalizing Dialogue Agents: I have a dog, do you have pets too?. On the Evaluation of Semantic Phenomena in Neural Machine Translation Using Natural Language Inference. Whiteni …

Paper Group AWR 216

October 20, 2019

Pattern Search Multidimensional Scaling. Towards Universal Dialogue State Tracking. A Mixed Hierarchical Attention based Encoder-Decoder Approach for Standard Table Summarization. Fair and Diverse DPP-based Data Summarization. Localized Structured Prediction. Bayesian QuickNAT: Model Uncertainty in Deep Whole-Brain Segmentation for Structure-wise Q …

Paper Group AWR 226

October 20, 2019

Knowledge Distillation by On-the-Fly Native Ensemble. Computer vision-based framework for extracting geological lineaments from optical remote sensing data. Noise Contrastive Priors for Functional Uncertainty. Band selection with Higher Order Multivariate Cumulants for small target detection in hyperspectral images. Learning Multilingual Word Embed …

Paper Group AWR 236

October 20, 2019

Compact Convolutional Neural Networks for Classification of Asynchronous Steady-state Visual Evoked Potentials. Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding. Deep Anomaly Detection with Outlier Exposure. Polarity Loss for Zero-shot Object Detection. Learning Approximate Inference Networks for Structured Predicti …

Paper Group AWR 319

October 20, 2019

Multimodal Differential Network for Visual Question Generation. Accurate and Diverse Sampling of Sequences based on a “Best of Many” Sample Objective. SparseMAP: Differentiable Sparse Structured Inference. Constrained Deep Learning using Conditional Gradient and Applications in Computer Vision. Brain MRI Image Super Resolution using Phase Stretch T …

Paper Group AWR 344

October 20, 2019

DetNet: A Backbone network for Object Detection. Deep Bayesian Self-Training. Double Path Networks for Sequence to Sequence Learning. Submodular Hypergraphs: p-Laplacians, Cheeger Inequalities and Spectral Clustering. Real-world Anomaly Detection in Surveillance Videos. BRUNO: A Deep Recurrent Model for Exchangeable Data. Generating Informative and …

Paper Group ANR 150

October 19, 2019

Matrix Completion and Performance Guarantees for Single Individual Haplotyping. k-Space Deep Learning for Reference-free EPI Ghost Correction. Scalable and Robust Community Detection with Randomized Sketching. Hallucinating Point Cloud into 3D Sculptural Object. Discrete minimax estimation with trees. A refinement of Bennett’s inequality with appli …

Paper Group ANR 157

October 19, 2019

Non-Iterative Knowledge Fusion in Deep Convolutional Neural Networks. Optimal locally private estimation under $\ell_p$ loss for $1\le p\le 2$. A game-theoretic approach to timeline-based planning with uncertainty. Towards Automated Factchecking: Developing an Annotation Schema and Benchmark for Consistent Automated Claim Detection. An efficient de …

Paper Group ANR 171

October 19, 2019

Stability of Scattering Decoder For Nonlinear Diffractive Imaging. Remote Detection of Idling Cars Using Infrared Imaging and Deep Networks. Modified Apriori Graph Algorithm for Frequent Pattern Mining. Learning Neuron Non-Linearities with Kernel-Based Deep Neural Networks. Combinatorial and Structural Results for gamma-Psi-dimensions. Deep Fluids: …

Paper Group ANR 260

October 19, 2019

Contrastive Explanation: A Structural-Model Approach. DeepDrum: An Adaptive Conditional Neural Network. ICADx: Interpretable computer aided diagnosis of breast masses. Learning Tensor Latent Features. Sparse Stochastic Zeroth-Order Optimization with an Application to Bandit Structured Prediction. Deep Learning for Digital Text Analytics: Sentiment …

Paper Group ANR 325

October 19, 2019

An Incremental Path-Following Splitting Method for Linearly Constrained Nonconvex Nonsmooth Programs. Simultaneous Traffic Sign Detection and Boundary Estimation using Convolutional Neural Network. Community Interaction and Conflict on the Web. An Exploratory Study of (#)Exercise in the Twittersphere. Cyber Anomaly Detection Using Graph-node Role-d …

Paper Group ANR 401

October 19, 2019

Reducing Gender Bias in Abusive Language Detection. MDU-Net: Multi-scale Densely Connected U-Net for biomedical image segmentation. Distributionally Robust Graphical Models. Data Science with Vadalog: Bridging Machine Learning and Reasoning. From Hard to Soft: Understanding Deep Network Nonlinearities via Vector Quantization and Statistical Inferen …

Paper Group ANR 441

October 18, 2019

Heat Kernel analysis of Syntactic Structures. Depth Masked Discriminative Correlation Filter. Ordinal Regression using Noisy Pairwise Comparisons for Body Mass Index Range Estimation. End-to-end Learning of Convolutional Neural Net and Dynamic Programming for Left Ventricle Segmentation. Retinal Vessel Segmentation under Extreme Low Annotation: A G …

Paper Group ANR 497

October 18, 2019

Fast View Synthesis with Deep Stereo Vision. ChestNet: A Deep Neural Network for Classification of Thoracic Diseases on Chest Radiography. Bayes-CPACE: PAC Optimal Exploration in Continuous Space Bayes-Adaptive Markov Decision Processes. Extractive Summarization of EHR Discharge Notes. Transforming Question Answering Datasets Into Natural Language …

Paper Group ANR 562

October 18, 2019

Low-Complexity Data-Parallel Earth Mover’s Distance Approximations. Protection Against Reconstruction and Its Applications in Private Federated Learning. Artifacts Detection and Error Block Analysis from Broadcasted Videos. Gradient Agreement as an Optimization Objective for Meta-Learning. Relational Long Short-Term Memory for Video Action Recognit …