Dimensionality Reduction

Paper Group AWR 171

October 20, 2019

Accelerated Reinforcement Learning for Sentence Generation by Vocabulary Prediction. Mixtures of Skewed Matrix Variate Bilinear Factor Analyzers. Abstractive Summarization Using Attentive Neural Techniques. Applying Machine Learning To Maize Traits Prediction. Efficient Autotuning of Hyperparameters in Approximate Nearest Neighbor Search. Numeracy …

Paper Group AWR 173

October 20, 2019

Residual Dense Network for Image Restoration. Change Detection in Graph Streams by Learning Graph Embeddings on Constant-Curvature Manifolds. textTOvec: Deep Contextualized Neural Autoregressive Topic Models of Language with Distributed Compositional Prior. Document Informed Neural Autoregressive Topic Models with Distributional Prior. Deep Neural …

Paper Group AWR 182

October 20, 2019

Calibrated Prediction Intervals for Neural Network Regressors. CompNet: Complementary Segmentation Network for Brain MRI Extraction. Geo-Supervised Visual Depth Prediction. Parameter Transfer Extreme Learning Machine based on Projective Model. Bio-inspired digit recognition using reward-modulated spike-timing-dependent plasticity in deep convolutio …

Paper Group AWR 209

October 20, 2019

SBNet: Sparse Blocks Network for Fast Inference. Learning Controllable Fair Representations. Nonlinear Acceleration of CNNs. Adversarially Learned One-Class Classifier for Novelty Detection. Polynomial Regression As an Alternative to Neural Nets. Adaptive Scenario Discovery for Crowd Counting. Detecting Gang-Involved Escalation on Social Media Usin …

Paper Group AWR 217

October 20, 2019

Deep Graph Convolutional Encoders for Structured Data to Text Generation. Sorting by Swaps with Noisy Comparisons. Exploiting Local Feature Patterns for Unsupervised Domain Adaptation. Composable Action-Conditioned Predictors: Flexible Off-Policy Learning for Robot Navigation. Addressee and Response Selection for Multilingual Conversation. Ithemal: …

Paper Group AWR 218

October 20, 2019

Flipout: Efficient Pseudo-Independent Weight Perturbations on Mini-Batches. A new dataset and model for learning to understand navigational instructions. Attention-based Adaptive Selection of Operations for Image Restoration in the Presence of Unknown Combined Distortions. DeepVoxels: Learning Persistent 3D Feature Embeddings. Chinese Pinyin Aided …

Paper Group AWR 224

October 20, 2019

NLITrans at SemEval-2018 Task 12: Transfer of Semantic Knowledge for Argument Comprehension. LeFlow: Enabling Flexible FPGA High-Level Synthesis of Tensorflow Deep Neural Networks. TRANX: A Transition-based Neural Abstract Syntax Parser for Semantic Parsing and Code Generation. SNU_IDS at SemEval-2018 Task 12: Sentence Encoder with Contextualized V …

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 257

October 20, 2019

Pursuit of Low-Rank Models of Time-Varying Matrices Robust to Sparse and Measurement Noise. Left-Center-Right Separated Neural Network for Aspect-based Sentiment Analysis with Rotatory Attention. Scoring Lexical Entailment with a Supervised Directional Similarity Network. Modality Distillation with Multiple Stream Networks for Action Recognition. D …

Paper Group AWR 266

October 20, 2019

Understanding Deep Architectures by Visual Summaries. Support Neighbor Loss for Person Re-Identification. fastMRI: An Open Dataset and Benchmarks for Accelerated MRI. How Many Random Seeds? Statistical Power Analysis in Deep Reinforcement Learning Experiments. Preconditioner on Matrix Lie Group for SGD. FingerVision Tactile Sensor Design and Slip D …

Paper Group AWR 270

October 20, 2019

Distributed Distributional Deterministic Policy Gradients. Unbiased Learning to Rank with Unbiased Propensity Estimation. Neural Response Ranking for Social Conversation: A Data-Efficient Approach. Neural State Classification for Hybrid Systems. Sentence Encoders on STILTs: Supplementary Training on Intermediate Labeled-data Tasks. Scalable Mutual …

Paper Group AWR 299

October 20, 2019

UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction. Deep Graph Infomax. Joint Representation and Truncated Inference Learning for Correlation Filter based Tracking. Bootstrapping Generators from Noisy Data. Understanding Back-Translation at Scale. CTAP: Complementary Temporal Action Proposal Generation. FlowQA: Grasping Flo …

Paper Group AWR 305

October 20, 2019

A Two-point Method for PTZ Camera Calibration in Sports. Invariant Information Clustering for Unsupervised Image Classification and Segmentation. Imputation and low-rank estimation with Missing Not At Random data. Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection. Model Agnostic Time Series Analysis via Matrix …

Paper Group AWR 316

October 20, 2019

Computation of optimal transport and related hedging problems via penalization and neural networks. Robust Neural Malware Detection Models for Emulation Sequence Learning. SqueezeFit: Label-aware dimensionality reduction by semidefinite programming. Cloud Detection From RGB Color Remote Sensing Images With Deep Pyramid Networks. Community Regulariz …

Paper Group AWR 321

October 20, 2019

Deep $k$-Means: Jointly clustering with $k$-Means and learning representations. Cross-media Multi-level Alignment with Relation Attention Network. State Representation Learning for Control: An Overview. Similarity encoding for learning with dirty categorical variables. Disambiguating Music Artists at Scale with Audio Metric Learning. Perturbative N …

Paper Group ANR 110

October 19, 2019

Efficient Text Classification Using Tree-structured Multi-linear Principal Component Analysis. Optional Stopping with Bayes Factors: a categorization and extension of folklore results, with an application to invariant situations. On the Statistical Challenges of Echo State Networks and Some Potential Remedies. HeteroMed: Heterogeneous Information N …

Paper Group ANR 113

October 19, 2019

Improving the Robustness of Speech Translation. Predicting University Students’ Academic Success and Major using Random Forests. Melodic Phrase Segmentation By Deep Neural Networks. High Speed Tracking With A Fourier Domain Kernelized Correlation Filter. Modeling Melodic Feature Dependency with Modularized Variational Auto-Encoder. Cloud Chaser: Re …

Paper Group ANR 119

October 19, 2019

Cross-Database Micro-Expression Recognition: A Benchmark. InfyNLP at SMM4H Task 2: Stacked Ensemble of Shallow Convolutional Neural Networks for Identifying Personal Medication Intake from Twitter. Scene Graph Reasoning with Prior Visual Relationship for Visual Question Answering. Probabilistic Tools for the Analysis of Randomized Optimization Heur …

Paper Group ANR 123

October 19, 2019

Measuring and regularizing networks in function space. Classification of sparsely labeled spatio-temporal data through semi-supervised adversarial learning. DSGAN: Generative Adversarial Training for Distant Supervision Relation Extraction. Coarse to fine non-rigid registration: a chain of scale-specific neural networks for multimodal image alignme …

Paper Group ANR 135

October 19, 2019

Learning to Grasp Without Seeing. Generative Adversarial Nets for Information Retrieval: Fundamentals and Advances. 4D Temporally Coherent Light-field Video. Floorplan-Jigsaw: Jointly Estimating Scene Layout and Aligning Partial Scans. Story Ending Generation with Incremental Encoding and Commonsense Knowledge. Towards Inference-Oriented Reading Co …

Paper Group ANR 137

October 19, 2019

Where-and-When to Look: Deep Siamese Attention Networks for Video-based Person Re-identification. SynNet: Structure-Preserving Fully Convolutional Networks for Medical Image Synthesis. A General Account of Argumentation with Preferences. Local SGD Converges Fast and Communicates Little. A Hardware-Friendly Algorithm for Scalable Training and Deploy …

Paper Group ANR 140

October 19, 2019

Linear model predictive safety certification for learning-based control. On the relationship between Dropout and Equiangular Tight Frames. Deep Neural Networks In Fully Connected CRF For Image Labeling With Social Network Metadata. Semi-supervised Fisher vector network. Sample Efficient Stochastic Variance-Reduced Cubic Regularization Method. A Sim …

Paper Group ANR 141

October 19, 2019

Massively Parallel Video Networks. How do you correct run-on sentences it’s not as easy as it seems. Analysis of Extremely Obese Individuals Using Deep Learning Stacked Autoencoders and Genome-Wide Genetic Data. On Attention Modules for Audio-Visual Synchronization. Interpretable Visual Question Answering by Reasoning on Dependency Trees. DeGroot-F …

Paper Group ANR 144

October 19, 2019

PRETZEL: Opening the Black Box of Machine Learning Prediction Serving Systems. Gender Effect on Face Recognition for a Large Longitudinal Database. Feature selection in functional data classification with recursive maxima hunting. A Novel Co-design Peta-scale Heterogeneous Cluster for Deep Learning Training. Technique for designing a domain ontolog …

Paper Group ANR 145

October 19, 2019

Human-Guided Data Exploration. On Plans With Loops and Noise. Mad Max: Affine Spline Insights into Deep Learning. A Modified Sigma-Pi-Sigma Neural Network with Adaptive Choice of Multinomials. Compression of Deep Convolutional Neural Networks under Joint Sparsity Constraints. Neural Language Codes for Multilingual Acoustic Models. Robust Gesture-Ba …

Paper Group ANR 146

October 19, 2019

Improved Predictive Models for Acute Kidney Injury with IDEAs: Intraoperative Data Embedded Analytics. Train on Validation: Squeezing the Data Lemon. Adversarial Training for Community Question Answer Selection Based on Multi-scale Matching. An Overview of Blockchain Integration with Robotics and Artificial Intelligence. A particle-based variationa …

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 …