deep learning

Paper Group AWR 115

Paper Group AWR 115

July 29, 2019

High-Resolution Deep Convolutional Generative Adversarial Networks. Probabilistic programs for inferring the goals of autonomous agents. Receptive Field Block Net for Accurate and Fast Object Detection. Cost-complexity pruning of random forests. Borrowing Treasures from the Wealthy: Deep Transfer Learning through Selective Joint Fine-tuning. Advers …
Paper Group AWR 116

Paper Group AWR 116

July 29, 2019

Learning Universal Adversarial Perturbations with Generative Models. The Lifted Matrix-Space Model for Semantic Composition. Table-to-text Generation by Structure-aware Seq2seq Learning. Specialising Word Vectors for Lexical Entailment. Accelerated Nearest Neighbor Search with Quick ADC. Catalyst Acceleration for First-order Convex Optimization: fr …
Paper Group AWR 117

Paper Group AWR 117

July 29, 2019

Deep Learning Based Large-Scale Automatic Satellite Crosswalk Classification. A Multimodal Anomaly Detector for Robot-Assisted Feeding Using an LSTM-based Variational Autoencoder. Real-Time 6DOF Pose Relocalization for Event Cameras with Stacked Spatial LSTM Networks. Frame-Based Continuous Lexical Semantics through Exponential Family Tensor Factor …
Paper Group AWR 118

Paper Group AWR 118

July 29, 2019

NestedNet: Learning Nested Sparse Structures in Deep Neural Networks. On the choice of the low-dimensional domain for global optimization via random embeddings. Online Multiclass Boosting. Reinforcement Learning for Pivoting Task. EAST: An Efficient and Accurate Scene Text Detector. Limited-Memory Matrix Adaptation for Large Scale Black-box Optimiz …
Paper Group AWR 119

Paper Group AWR 119

July 29, 2019

Predicting Organic Reaction Outcomes with Weisfeiler-Lehman Network. Cross Temporal Recurrent Networks for Ranking Question Answer Pairs. The Statistical Recurrent Unit. MorphNet: Fast & Simple Resource-Constrained Structure Learning of Deep Networks. Vision-Based Assessment of Parkinsonism and Levodopa-Induced Dyskinesia with Deep Learning Pose Es …
Paper Group AWR 120

Paper Group AWR 120

July 29, 2019

Intrinsically Motivated Goal Exploration Processes with Automatic Curriculum Learning. Stochastic Gradient Descent as Approximate Bayesian Inference. Bayesian Optimization with Gradients. Riemannian approach to batch normalization. Match-Tensor: a Deep Relevance Model for Search. DeepIEP: a Peptide Sequence Model of Isoelectric Point (IEP/pI) using …
Paper Group AWR 121

Paper Group AWR 121

July 29, 2019

Emergence of Locomotion Behaviours in Rich Environments. Tensor Networks for Dimensionality Reduction and Large-Scale Optimizations. Part 2 Applications and Future Perspectives. PAC-Bayesian Margin Bounds for Convolutional Neural Networks. Towards Neural Phrase-based Machine Translation. Regret Minimization for Partially Observable Deep Reinforceme …
Paper Group AWR 122

Paper Group AWR 122

July 29, 2019

Portuguese Word Embeddings: Evaluating on Word Analogies and Natural Language Tasks. Accelerating Science with Generative Adversarial Networks: An Application to 3D Particle Showers in Multi-Layer Calorimeters. Neutral evolution and turnover over centuries of English word popularity. Neural network an1alysis of sleep stages enables efficient diagno …
Paper Group AWR 123

Paper Group AWR 123

July 29, 2019

Practical Bayesian Optimization for Variable Cost Objectives. Neural Message Passing for Quantum Chemistry. DOTA: A Large-scale Dataset for Object Detection in Aerial Images. Lifelong Generative Modeling. Artistic style transfer for videos and spherical images. A probabilistic and multi-objective analysis of lexicase selection and epsilon-lexicase …
Paper Group AWR 124

Paper Group AWR 124

July 29, 2019

DeepVel: deep learning for the estimation of horizontal velocities at the solar surface. Deep Residual Learning for Small-Footprint Keyword Spotting. A Batch Noise Contrastive Estimation Approach for Training Large Vocabulary Language Models. On Convergence and Stability of GANs. Developing Bug-Free Machine Learning Systems With Formal Mathematics. …
Paper Group AWR 125

Paper Group AWR 125

July 29, 2019

Event Representations with Tensor-based Compositions. Leveraging Large Amounts of Weakly Supervised Data for Multi-Language Sentiment Classification. SGD for robot motion? The effectiveness of stochastic optimization on a new benchmark for biped locomotion tasks. NormFace: L2 Hypersphere Embedding for Face Verification. Predicting Visual Features f …
Paper Group AWR 126

Paper Group AWR 126

July 29, 2019

Natural Language Does Not Emerge ‘Naturally’ in Multi-Agent Dialog. Variational Approaches for Auto-Encoding Generative Adversarial Networks. Transform-Invariant Non-Parametric Clustering of Covariance Matrices and its Application to Unsupervised Joint Segmentation and Action Discovery. Safe Policy Improvement with Baseline Bootstrapping. Guided De …
Paper Group AWR 127

Paper Group AWR 127

July 29, 2019

Doubly Stochastic Variational Inference for Deep Gaussian Processes. PMLB: A Large Benchmark Suite for Machine Learning Evaluation and Comparison. Estimating the unseen from multiple populations. SMPOST: Parts of Speech Tagger for Code-Mixed Indic Social Media Text. ConceptNet at SemEval-2017 Task 2: Extending Word Embeddings with Multilingual Rela …
Paper Group AWR 128

Paper Group AWR 128

July 29, 2019

An Online Algorithm for Nonparametric Correlations. False Positive and Cross-relation Signals in Distant Supervision Data. Adversarial Attacks on Neural Network Policies. Deep Quaternion Networks. Neural Task Programming: Learning to Generalize Across Hierarchical Tasks. 3D Semantic Segmentation with Submanifold Sparse Convolutional Networks. Refle …
Paper Group AWR 129

Paper Group AWR 129

July 29, 2019

Training Confidence-calibrated Classifiers for Detecting Out-of-Distribution Samples. Selective Deep Convolutional Features for Image Retrieval. Calibrated Boosting-Forest. Gaussian Prototypical Networks for Few-Shot Learning on Omniglot. Automatic Liver and Tumor Segmentation of CT and MRI Volumes using Cascaded Fully Convolutional Neural Networks …
Paper Group AWR 130

Paper Group AWR 130

July 29, 2019

Zoom Out-and-In Network with Recursive Training for Object Proposal. Structured Attentions for Visual Question Answering. Multilingual Hierarchical Attention Networks for Document Classification. Neural Ctrl-F: Segmentation-free Query-by-String Word Spotting in Handwritten Manuscript Collections. On the Automatic Generation of Medical Imaging Repor …
Paper Group AWR 131

Paper Group AWR 131

July 29, 2019

Learning Latent Super-Events to Detect Multiple Activities in Videos. NeuralFDR: Learning Discovery Thresholds from Hypothesis Features. Fast Threshold Tests for Detecting Discrimination. DeepUNet: A Deep Fully Convolutional Network for Pixel-level Sea-Land Segmentation. SMSSVD - SubMatrix Selection Singular Value Decomposition. Compressing Word Em …
Paper Group AWR 132

Paper Group AWR 132

July 29, 2019

SearchQA: A New Q&A Dataset Augmented with Context from a Search Engine. DeepChess: End-to-End Deep Neural Network for Automatic Learning in Chess. Fast Information-theoretic Bayesian Optimisation. Massive Exploration of Neural Machine Translation Architectures. Jointly Attentive Spatial-Temporal Pooling Networks for Video-based Person Re-Identific …
Paper Group AWR 133

Paper Group AWR 133

July 29, 2019

Graph Convolutional Networks for Named Entity Recognition. PasMoQAP: A Parallel Asynchronous Memetic Algorithm for solving the Multi-Objective Quadratic Assignment Problem. SchNet: A continuous-filter convolutional neural network for modeling quantum interactions. Differentially Private Database Release via Kernel Mean Embeddings. Graph learning un …
Paper Group AWR 134

Paper Group AWR 134

July 29, 2019

A Self-Adaptive Proposal Model for Temporal Action Detection based on Reinforcement Learning. CUSBoost: Cluster-based Under-sampling with Boosting for Imbalanced Classification. DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks. Mapping Instructions and Visual Observations to Actions with Reinforcement Learning. Lectures on …
Paper Group AWR 135

Paper Group AWR 135

July 29, 2019

Knowledge Graph Completion via Complex Tensor Factorization. CURE-TSR: Challenging Unreal and Real Environments for Traffic Sign Recognition. How to Make an Image More Memorable? A Deep Style Transfer Approach. Adversarial Semi-Supervised Audio Source Separation applied to Singing Voice Extraction. Towards better understanding of gradient-based att …
Paper Group AWR 136

Paper Group AWR 136

July 29, 2019

Hyperparameter Optimization: A Spectral Approach. Neural Machine Translation. A Novel Approach for Image Segmentation based on Histograms computed from Hue-data. Stabilizing GAN Training with Multiple Random Projections. ShapeWorld - A new test methodology for multimodal language understanding. Tensor-on-tensor regression. Generate To Adapt: Aligni …
Paper Group AWR 137

Paper Group AWR 137

July 29, 2019

Blind Image Fusion for Hyperspectral Imaging with the Directional Total Variation. Rotational Unit of Memory. Deep and Confident Prediction for Time Series at Uber. Cynical Selection of Language Model Training Data. Temporal Relational Reasoning in Videos. End-to-end Neural Coreference Resolution. Deep Rotation Equivariant Network. Classification w …
Paper Group AWR 139

Paper Group AWR 139

July 29, 2019

FSSD: Feature Fusion Single Shot Multibox Detector. Enhancement of SSD by concatenating feature maps for object detection. SRN: Side-output Residual Network for Object Symmetry Detection in the Wild. Learning a Rotation Invariant Detector with Rotatable Bounding Box. An adaptive prefix-assignment technique for symmetry reduction. CayleyNets: Graph …
Paper Group AWR 140

Paper Group AWR 140

July 29, 2019

Learning to Estimate 3D Hand Pose from Single RGB Images. Bayesian Optimization with Automatic Prior Selection for Data-Efficient Direct Policy Search. Pseudo-extended Markov chain Monte Carlo. Do Deep Neural Networks Suffer from Crowding?. SQLNet: Generating Structured Queries From Natural Language Without Reinforcement Learning. Fine-tuning CNN I …
Paper Group AWR 141

Paper Group AWR 141

July 29, 2019

MoDL: Model Based Deep Learning Architecture for Inverse Problems. Unsupervised Learning of Sentence Embeddings using Compositional n-Gram Features. Learning Face Age Progression: A Pyramid Architecture of GANs. Learning to Compose Domain-Specific Transformations for Data Augmentation. Learning From Noisy Singly-labeled Data. Don’t Just Assume; Loo …
Paper Group AWR 142

Paper Group AWR 142

July 29, 2019

A Framework for Visually Realistic Multi-robot Simulation in Natural Environment. Sushi Dish - Object detection and classification from real images. AxonDeepSeg: automatic axon and myelin segmentation from microscopy data using convolutional neural networks. Adaptive Bidirectional Backpropagation: Towards Biologically Plausible Error Signal Transmi …
Paper Group AWR 143

Paper Group AWR 143

July 29, 2019

Wasserstein Dictionary Learning: Optimal Transport-based unsupervised non-linear dictionary learning. CatBoost: unbiased boosting with categorical features. Rethinking Feature Discrimination and Polymerization for Large-scale Recognition. Generating Sentences by Editing Prototypes. EnzyNet: enzyme classification using 3D convolutional neural networ …