deep learning

Paper Group AWR 126

Paper Group AWR 126

February 1, 2020

Accurate Visual Localization for Automotive Applications. Unlearn Dataset Bias in Natural Language Inference by Fitting the Residual. Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in Texts. Single Image Deraining: A Comprehensive Benchmark Analysis. Constructive Type-Logical Supertagging with Self-Attention Networks. Improving Robus …
Paper Group AWR 127

Paper Group AWR 127

February 1, 2020

The StreetLearn Environment and Dataset. Variational Inference with Numerical Derivatives: variance reduction through coupling. 3D Face Modeling From Diverse Raw Scan Data. Reprogrammable Electro-Optic Nonlinear Activation Functions for Optical Neural Networks. Adaptive Gradient Methods with Dynamic Bound of Learning Rate. Unsupervised learning of …
Paper Group AWR 128

Paper Group AWR 128

February 1, 2020

Neural Speed Reading with Structural-Jump-LSTM. Warfarin dose estimation on multiple datasets with automated hyperparameter optimisation and a novel software framework. Real-time Deep Learning at the Edge for Scalable Reliability Modeling of Si-MOSFET Power Electronics Converters. Fairness and Missing Values. Stein Point Markov Chain Monte Carlo. C …
Paper Group AWR 129

Paper Group AWR 129

February 1, 2020

Acoustic Scene Classification by Implicitly Identifying Distinct Sound Events. A Remote Sensing Image Dataset for Cloud Removal. Learning Transferable Cooperative Behavior in Multi-Agent Teams. Learning to Identify High Betweenness Centrality Nodes from Scratch: A Novel Graph Neural Network Approach. In Defense of the Triplet Loss Again: Learning R …
Paper Group AWR 130

Paper Group AWR 130

February 1, 2020

Scene Graph Prediction with Limited Labels. Neural Consciousness Flow. Path Ranking with Attention to Type Hierarchies. Contextual Encoder-Decoder Network for Visual Saliency Prediction. DELTA: A DEep learning based Language Technology plAtform. Forecasting Pedestrian Trajectory with Machine-Annotated Training Data. Simple vs complex temporal recur …
Paper Group AWR 131

Paper Group AWR 131

February 1, 2020

End-to-End Safe Reinforcement Learning through Barrier Functions for Safety-Critical Continuous Control Tasks. GQA: A New Dataset for Real-World Visual Reasoning and Compositional Question Answering. A Deep Learning based Pipeline for Efficient Oral Cancer Screening on Whole Slide Images. Enhancing Adversarial Example Transferability with an Interm …
Paper Group AWR 133

Paper Group AWR 133

February 1, 2020

Attribute-Aware Attention Model for Fine-grained Representation Learning. Prosodic Phrase Alignment for Machine Dubbing. The Brier Score under Administrative Censoring: Problems and Solutions. Artistic Glyph Image Synthesis via One-Stage Few-Shot Learning. Continuous and Discrete-Time Survival Prediction with Neural Networks. Relation-Shape Convolu …
Paper Group AWR 135

Paper Group AWR 135

February 1, 2020

Context-Aware Sentence/Passage Term Importance Estimation For First Stage Retrieval. The Woman Worked as a Babysitter: On Biases in Language Generation. Learning Implicitly Recurrent CNNs Through Parameter Sharing. Making Fast Graph-based Algorithms with Graph Metric Embeddings. Make Skeleton-based Action Recognition Model Smaller, Faster and Bette …
Paper Group AWR 136

Paper Group AWR 136

February 1, 2020

Unified Sample-Optimal Property Estimation in Near-Linear Time. Detecting and Tracking Small Moving Objects in Wide Area Motion Imagery (WAMI) Using Convolutional Neural Networks (CNNs). Reinforcement Learning for Channel Coding: Learned Bit-Flipping Decoding. Adaptive Discretization for Episodic Reinforcement Learning in Metric Spaces. Robust Poin …
Paper Group AWR 138

Paper Group AWR 138

February 1, 2020

nuScenes: A multimodal dataset for autonomous driving. The Myths of Our Time: Fake News. Automatic Generation of Personalized Comment Based on User Profile. Distance approximation using Isolation Forests. Deep Learning for Deepfakes Creation and Detection. Collaborative Graph Walk for Semi-supervised Multi-Label Node Classification. Copy-and-Paste …
Paper Group AWR 139

Paper Group AWR 139

February 1, 2020

Self-Tuning Networks: Bilevel Optimization of Hyperparameters using Structured Best-Response Functions. CUDA-Self-Organizing feature map based visual sentiment analysis of bank customer complaints for Analytical CRM. Graph Transformer for Graph-to-Sequence Learning. Market Trend Prediction using Sentiment Analysis: Lessons Learned and Paths Forward …
Paper Group AWR 140

Paper Group AWR 140

February 1, 2020

Attributed Network Embedding via Subspace Discovery. Recursive Cascaded Networks for Unsupervised Medical Image Registration. Learning Logistic Circuits. On the number of k-skip-n-grams. RANet: Ranking Attention Network for Fast Video Object Segmentation. Diversity with Cooperation: Ensemble Methods for Few-Shot Classification. Deep convolutional n …
Paper Group AWR 142

Paper Group AWR 142

February 1, 2020

Privacy-Preserving Obfuscation of Critical Infrastructure Networks. Addressing Marketing Bias in Product Recommendations. Multi-view Information-theoretic Co-clustering for Co-occurrence Data. D2-Net: A Trainable CNN for Joint Detection and Description of Local Features. The Second Conversational Intelligence Challenge (ConvAI2). Towards Characteri …
Paper Group AWR 143

Paper Group AWR 143

February 1, 2020

Learning document embeddings along with their uncertainties. Continual Reinforcement Learning in 3D Non-stationary Environments. BioBERT: a pre-trained biomedical language representation model for biomedical text mining. Learning to Denoise Distantly-Labeled Data for Entity Typing. Neural Contextual Bandits with UCB-based Exploration. Semi-Conditio …
Paper Group AWR 144

Paper Group AWR 144

February 1, 2020

Jointly Learning Explainable Rules for Recommendation with Knowledge Graph. ToyArchitecture: Unsupervised Learning of Interpretable Models of the World. Interaction-aware Factorization Machines for Recommender Systems. Exploring TD error as a heuristic for $σ$ selection in Q($σ$, $λ$). Learning Triggers for Heterogeneous Treatment Effects. Iterativ …
Paper Group AWR 145

Paper Group AWR 145

February 1, 2020

Enhancing Flood Impact Analysis using Interactive Retrieval of Social Media Images. What, Where and How to Transfer in SAR Target Recognition Based on Deep CNNs. Cumulo: A Dataset for Learning Cloud Classes. Characterizing SLAM Benchmarks and Methods for the Robust Perception Age. Deep Learning for Classification of Hyperspectral Data: A Comparativ …
Paper Group AWR 146

Paper Group AWR 146

February 1, 2020

Distillation $\approx$ Early Stopping? Harvesting Dark Knowledge Utilizing Anisotropic Information Retrieval For Overparameterized Neural Network. Contextual Hybrid Session-based News Recommendation with Recurrent Neural Networks. Learning to learn with quantum neural networks via classical neural networks. LayoutLM: Pre-training of Text and Layout …
Paper Group AWR 147

Paper Group AWR 147

February 1, 2020

Tactical Rewind: Self-Correction via Backtracking in Vision-and-Language Navigation. Cascaded Partial Decoder for Fast and Accurate Salient Object Detection. Predicting Rare Events in Multiscale Dynamical Systems using Machine Learning. Data-efficient Learning of Morphology and Controller for a Microrobot. Joint Extraction of Entities and Relations …
Paper Group AWR 148

Paper Group AWR 148

February 1, 2020

Look Who’s Talking: Inferring Speaker Attributes from Personal Longitudinal Dialog. Continual and Multi-Task Architecture Search. Regularization Matters in Policy Optimization. PAWS: Paraphrase Adversaries from Word Scrambling. Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild. Learning Reward Functions by Integrating Human Demonst …
Paper Group AWR 149

Paper Group AWR 149

February 1, 2020

Learning the Tangent Space of Dynamical Instabilities from Data. Sense Vocabulary Compression through the Semantic Knowledge of WordNet for Neural Word Sense Disambiguation. Deeply-supervised Knowledge Synergy. Using LSTMs for climate change assessment studies on droughts and floods. Adaptive Morphological Reconstruction for Seeded Image Segmentati …
Paper Group AWR 150

Paper Group AWR 150

February 1, 2020

Extracting Multiple-Relations in One-Pass with Pre-Trained Transformers. GANs for Semi-Supervised Opinion Spam Detection. Enhancing the Transformer with Explicit Relational Encoding for Math Problem Solving. Multi-Grained Named Entity Recognition. Deep learning for Chemometric and non-translational data. BERT and PALs: Projected Attention Layers fo …
Paper Group AWR 151

Paper Group AWR 151

February 1, 2020

USIP: Unsupervised Stable Interest Point Detection from 3D Point Clouds. Learning Diverse Stochastic Human-Action Generators by Learning Smooth Latent Transitions. Graph-based Knowledge Distillation by Multi-head Attention Network. Harnessing Evolution of Multi-Turn Conversations for Effective Answer Retrieval. IFR-Net: Iterative Feature Refinement …
Paper Group AWR 152

Paper Group AWR 152

February 1, 2020

Bayesian nonparametric multiway regression for clustered binomial data. Empirical Risk Minimization under Random Censorship: Theory and Practice. RGBD-GAN: Unsupervised 3D Representation Learning From Natural Image Datasets via RGBD Image Synthesis. Semantic Drift in Multilingual Representations. Autoencoding sensory substitution. Robust Decision T …
Paper Group AWR 153

Paper Group AWR 153

February 1, 2020

Jointly Learning Entity and Relation Representations for Entity Alignment. Joint 3D Face Reconstruction and Dense Face Alignment from A Single Image with 2D-Assisted Self-Supervised Learning. Multi-view Knowledge Graph Embedding for Entity Alignment. Stochastic Latent Actor-Critic: Deep Reinforcement Learning with a Latent Variable Model. MOROCO: T …
Paper Group AWR 154

Paper Group AWR 154

February 1, 2020

Sequence Level Semantics Aggregation for Video Object Detection. Policy Search by Target Distribution Learning for Continuous Control. Quaternion Knowledge Graph Embeddings. Decompressing Knowledge Graph Representations for Link Prediction. Composition-based Multi-Relational Graph Convolutional Networks. InteractE: Improving Convolution-based Knowl …
Paper Group AWR 155

Paper Group AWR 155

February 1, 2020

Learning-based Optimization of the Under-sampling Pattern in MRI. Self-Supervised Learning For Few-Shot Image Classification. Genetic Algorithm for the 0/1 Multidimensional Knapsack Problem. BERT for Evidence Retrieval and Claim Verification. Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning. TextCaps : Handwritten Char …
Paper Group AWR 156

Paper Group AWR 156

February 1, 2020

Bayesian Neural Networks at Finite Temperature. Investigating an Effective Character-level Embedding in Korean Sentence Classification. Representation Learning with Weighted Inner Product for Universal Approximation of General Similarities. Separating common (global and local) and distinct variation in multiple mixed types data sets. Integrating NV …
Paper Group AWR 157

Paper Group AWR 157

February 1, 2020

Context Attentive Document Ranking and Query Suggestion. Hyperpixel Flow: Semantic Correspondence with Multi-layer Neural Features. Remote Sensor Design for Visual Recognition with Convolutional Neural Networks. LeagueAI: Improving object detector performance and flexibility through automatically generated training data and domain randomization. St …