Text Generation

Paper Group AWR 113

October 21, 2019

Learning to Color from Language. RankME: Reliable Human Ratings for Natural Language Generation. Adversarially Regularized Graph Autoencoder for Graph Embedding. Probabilistic Recurrent State-Space Models. DARTS: Differentiable Architecture Search. Learning to Describe Differences Between Pairs of Similar Images. Federated Optimization in Heterogen …

Paper Group AWR 140

October 21, 2019

Toward Diverse Text Generation with Inverse Reinforcement Learning. Multi-Agent Reinforcement Learning: A Report on Challenges and Approaches. Hierarchical Graph Clustering using Node Pair Sampling. Mem2Seq: Effectively Incorporating Knowledge Bases into End-to-End Task-Oriented Dialog Systems. Norm-Preservation: Why Residual Networks Can Become Ex …

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 44

October 21, 2019

Learning to Gather without Communication. Towards Robust Lung Segmentation in Chest Radiographs with Deep Learning. Extrofitting: Enriching Word Representation and its Vector Space with Semantic Lexicons. Location Dependency in Video Prediction. Bi-Real Net: Enhancing the Performance of 1-bit CNNs With Improved Representational Capability and Advan …

Paper Group AWR 5

October 21, 2019

Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video. Detecting Visual Relationships Using Box Attention. Copula Variational Bayes inference via information geometry. Network Traffic Anomaly Detection Using Recurrent Neural Networks. Learning Discriminative 3D Shape Representations by View Discerning Networks. Cont …

Paper Group AWR 71

October 21, 2019

Scaling Gaussian Process Regression with Derivatives. Where are we now? A large benchmark study of recent symbolic regression methods. Fast Randomized PCA for Sparse Data. Evading classifiers in discrete domains with provable optimality guarantees. Parser Extraction of Triples in Unstructured Text. Beyond Word Importance: Contextual Decomposition t …

Paper Group AWR 77

October 21, 2019

ColdRoute: Effective Routing of Cold Questions in Stack Exchange Sites. Not All Samples Are Created Equal: Deep Learning with Importance Sampling. GAMENet: Graph Augmented MEmory Networks for Recommending Medication Combination. Decoupled Networks. Gaussian Mixture Latent Vector Grammars. CGMH: Constrained Sentence Generation by Metropolis-Hastings …

Paper Group AWR 92

October 21, 2019

The Matrix Calculus You Need For Deep Learning. Global-Locally Self-Attentive Dialogue State Tracker. SAFE: A Neural Survival Analysis Model for Fraud Early Detection. MesoNet: a Compact Facial Video Forgery Detection Network. Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning. Learning Compressed Transforms wi …

Paper Group ANR 33

October 20, 2019

Normalized Cut Loss for Weakly-supervised CNN Segmentation. Natural Language Processing for Music Knowledge Discovery. Syntax-Aware Language Modeling with Recurrent Neural Networks. Channel Charting: Locating Users within the Radio Environment using Channel State Information. Heteroskedastic PCA: Algorithm, Optimality, and Applications. Notes on Ab …

Paper Group ANR 62

October 20, 2019

Image Denoising and Super-Resolution using Residual Learning of Deep Convolutional Network. Radius-margin bounds for deep neural networks. Novel Methods for Enhancing the Performance of Genetic Algorithms. A Unified Framework for Planning in Adversarial and Cooperative Environments. CT organ segmentation using GPU data augmentation, unsupervised la …

Paper Group ANR 64

October 20, 2019

Variance Reduction Methods for Sublinear Reinforcement Learning. Building a Kannada POS Tagger Using Machine Learning and Neural Network Models. A parallel implementation of the covariance matrix adaptation evolution strategy. Mitigating Architectural Mismatch During the Evolutionary Synthesis of Deep Neural Networks. Does Your Phone Know Your Touc …

Paper Group ANR 67

October 20, 2019

Probabilistic Ensemble of Collaborative Filters. Time is of the Essence: a Joint Hierarchical RNN and Point Process Model for Time and Item Predictions. Probabilistic Prediction of Vehicle Semantic Intention and Motion. Natural Language Generation by Hierarchical Decoding with Linguistic Patterns. Adversarial Domain Adaptation for Variational Neura …

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 177

October 20, 2019

CNN-Cert: An Efficient Framework for Certifying Robustness of Convolutional Neural Networks. Language Modeling for Code-Switching: Evaluation, Integration of Monolingual Data, and Discriminative Training. Low Frequency Adversarial Perturbation. Deep learning to represent sub-grid processes in climate models. Robust and Scalable Differentiable Neura …

Paper Group AWR 193

October 20, 2019

The Knowref Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution. EnsNet: Ensconce Text in the Wild. A Graph-to-Sequence Model for AMR-to-Text Generation. Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction. RFCDE: Random Forests for Conditional De …

Paper Group AWR 194

October 20, 2019

On GANs and GMMs. BourGAN: Generative Networks with Metric Embeddings. Semantic Parsing for Task Oriented Dialog using Hierarchical Representations. A Bi-population Particle Swarm Optimizer for Learning Automata based Slow Intelligent System. Connecting Image Denoising and High-Level Vision Tasks via Deep Learning. Singing Style Transfer Using Cycl …

Paper Group AWR 196

October 20, 2019

StructADMM: A Systematic, High-Efficiency Framework of Structured Weight Pruning for DNNs. Inference, Learning and Attention Mechanisms that Exploit and Preserve Sparsity in Convolutional Networks. Deep Chain HDRI: Reconstructing a High Dynamic Range Image from a Single Low Dynamic Range Image. Describing a Knowledge Base. Realistic Evaluation of D …

Paper Group AWR 197

October 20, 2019

Learning Attraction Field Representation for Robust Line Segment Detection. Malaria Detection Using Image Processing and Machine Learning. Deeply learning molecular structure-property relationships using attention- and gate-augmented graph convolutional network. DeepDTA: Deep Drug-Target Binding Affinity Prediction. High-dimension Tensor Completion …

Paper Group AWR 204

October 20, 2019

Scaling All-Goals Updates in Reinforcement Learning Using Convolutional Neural Networks. Deterministic Implementations for Reproducibility in Deep Reinforcement Learning. Structured Triplet Learning with POS-tag Guided Attention for Visual Question Answering. Identifying Sources and Sinks in the Presence of Multiple Agents with Gaussian Process Vec …

Paper Group AWR 205

October 20, 2019

Trained Rank Pruning for Efficient Deep Neural Networks. An Unsupervised Learning Model for Deformable Medical Image Registration. Did the Model Understand the Question?. Identifying Well-formed Natural Language Questions. A Comprehensive Analysis of Deep Regression. Multispectral Pedestrian Detection via Simultaneous Detection and Segmentation. Mu …

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 219

October 20, 2019

Joint Bootstrapping Machines for High Confidence Relation Extraction. Merging datasets through deep learning. Geometry-Based Data Generation. Point Cloud GAN. Improving Annotation for 3D Pose Dataset of Fine-Grained Object Categories. Improving DNN Robustness to Adversarial Attacks using Jacobian Regularization. RankGAN: A Maximum Margin Ranking GA …

Paper Group AWR 220

October 20, 2019

Semi-Recurrent CNN-based VAE-GAN for Sequential Data Generation. BOHB: Robust and Efficient Hyperparameter Optimization at Scale. A New Benchmark and Progress Toward Improved Weakly Supervised Learning. Exploiting the Potential of Standard Convolutional Autoencoders for Image Restoration by Evolutionary Search. FRAGE: Frequency-Agnostic Word Repres …

Paper Group AWR 238

October 20, 2019

Neural Architecture Search with Bayesian Optimisation and Optimal Transport. Joint Anchor-Feature Refinement for Real-Time Accurate Object Detection in Images and Videos. Machine learning for predicting thermal power consumption of the Mars Express Spacecraft. Yuanfudao at SemEval-2018 Task 11: Three-way Attention and Relational Knowledge for Commo …

Paper Group AWR 240

October 20, 2019

On the Relation Between the Sharpest Directions of DNN Loss and the SGD Step Length. Sequence-to-Action: End-to-End Semantic Graph Generation for Semantic Parsing. Unsupervised learning from videos using temporal coherency deep networks. This Time with Feeling: Learning Expressive Musical Performance. The Pros and Cons: Rank-aware Temporal Attentio …

Paper Group AWR 253

October 20, 2019

SAVOIAS: A Diverse, Multi-Category Visual Complexity Dataset. Texygen: A Benchmarking Platform for Text Generation Models. 3D Consistent & Robust Segmentation of Cardiac Images by Deep Learning with Spatial Propagation. Learning to Count Objects in Natural Images for Visual Question Answering. PaMpeR: Proof Method Recommendation System for Isabelle …

Paper Group AWR 262

October 20, 2019

Incremental Sparse Bayesian Ordinal Regression. Not to Cry Wolf: Distantly Supervised Multitask Learning in Critical Care. Playing by the Book: An Interactive Game Approach for Action Graph Extraction from Text. Learning Multi-touch Conversion Attribution with Dual-attention Mechanisms for Online Advertising. Semiparametric Contextual Bandits. Mask …

Paper Group AWR 294

October 20, 2019

Reversible Recurrent Neural Networks. Fast Geometrically-Perturbed Adversarial Faces. Batch-Instance Normalization for Adaptively Style-Invariant Neural Networks. GLStyleNet: Higher Quality Style Transfer Combining Global and Local Pyramid Features. CASCADE: Contextual Sarcasm Detection in Online Discussion Forums. DenseImage Network: Video Spatial …