Natural Language Inference

Paper Group AWR 246

October 20, 2019

Shuffle-Then-Assemble: Learning Object-Agnostic Visual Relationship Features. Car Monitoring System in Apartment Garages by Small Autonomous Car using Deep Learning. Zoom-Net: Mining Deep Feature Interactions for Visual Relationship Recognition. tempoGAN: A Temporally Coherent, Volumetric GAN for Super-resolution Fluid Flow. Towards Automated Deep …

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 256

October 20, 2019

Decouple Learning for Parameterized Image Operators. Simultaneous Fidelity and Regularization Learning for Image Restoration. TrafficPredict: Trajectory Prediction for Heterogeneous Traffic-Agents. Modeling natural language emergence with integral transform theory and reinforcement learning. Building Efficient ConvNets using Redundant Feature Pruni …

Paper Group AWR 260

October 20, 2019

Read + Verify: Machine Reading Comprehension with Unanswerable Questions. Unsupervised Learning of Shape and Pose with Differentiable Point Clouds. Experiential Robot Learning with Accelerated Neuroevolution. A Gray Box Interpretable Visual Debugging Approach for Deep Sequence Learning Model. Fisher Efficient Inference of Intractable Models. The Na …

Paper Group AWR 268

October 20, 2019

Adaptive Affinity Fields for Semantic Segmentation. Recursive Chaining of Reversible Image-to-image Translators For Face Aging. Deep Transfer Learning of Pick Points on Fabric for Robot Bed-Making. QUOTA: The Quantile Option Architecture for Reinforcement Learning. A Novel Bayesian Approach for Latent Variable Modeling from Mixed Data with Missing …

Paper Group AWR 269

October 20, 2019

NAIS-Net: Stable Deep Networks from Non-Autonomous Differential Equations. Towards Optimal Power Control via Ensembling Deep Neural Networks. Rotation Equivariant CNNs for Digital Pathology. Lightweight and Efficient Image Super-Resolution with Block State-based Recursive Network. Product-based Neural Networks for User Response Prediction over Mult …

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 272

October 20, 2019

Multi-View Graph Convolutional Network and Its Applications on Neuroimage Analysis for Parkinson’s Disease. Speech waveform synthesis from MFCC sequences with generative adversarial networks. MeanSum: A Neural Model for Unsupervised Multi-document Abstractive Summarization. Hypothesis Only Baselines in Natural Language Inference. Relative Pairwise …

Paper Group AWR 277

October 20, 2019

Challenges of Using Text Classifiers for Causal Inference. From Soft Classifiers to Hard Decisions: How fair can we be?. EDDI: Efficient Dynamic Discovery of High-Value Information with Partial VAE. Better Safe than Sorry: Evidence Accumulation Allows for Safe Reinforcement Learning. Temporal Convolutional Memory Networks for Remaining Useful Life …

Paper Group AWR 308

October 20, 2019

Automatic Recognition of Student Engagement using Deep Learning and Facial Expression. Ensemble learning with 3D convolutional neural networks for connectome-based prediction. A Comparison of Machine Learning Algorithms for the Surveillance of Autism Spectrum Disorder. Generalizing to Unseen Domains via Adversarial Data Augmentation. e-SNLI: Natura …

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 349

October 20, 2019

HiDDeN: Hiding Data With Deep Networks. Non-Stationary Texture Synthesis by Adversarial Expansion. Rapid Autonomous Car Control based on Spatial and Temporal Visual Cues. Photometric Depth Super-Resolution. Photographic Text-to-Image Synthesis with a Hierarchically-nested Adversarial Network. Modeling of nonlinear audio effects with end-to-end deep …

Paper Group ANR 219

October 19, 2019

A Description Logic Framework for Commonsense Conceptual Combination Integrating Typicality, Probabilities and Cognitive Heuristics. A Decomposition-Based Many-Objective Evolutionary Algorithm with Local Iterative Update. Analysis of adversarial attacks against CNN-based image forgery detectors. Sea surface temperature prediction and reconstruction …

Paper Group ANR 221

October 19, 2019

Pair-Linking for Collective Entity Disambiguation: Two Could Be Better Than All. Learning and Inferring Movement with Deep Generative Model. Multi-Scale Structure-Aware Network for Human Pose Estimation. The Case for Automatic Database Administration using Deep Reinforcement Learning. Design Exploration of Hybrid CMOS-OxRAM Deep Generative Architec …

Paper Group ANR 243

October 19, 2019

YouTube for Patient Education: A Deep Learning Approach for Understanding Medical Knowledge from User-Generated Videos. Counterfactual equivalence for POMDPs, and underlying deterministic environments. MIWAE: Deep Generative Modelling and Imputation of Incomplete Data. A Flexible Framework for Multi-Objective Bayesian Optimization using Random Scal …

Paper Group ANR 347

October 19, 2019

Integrating Algorithmic Planning and Deep Learning for Partially Observable Navigation. FaceShop: Deep Sketch-based Face Image Editing. Combining Axiom Injection and Knowledge Base Completion for Efficient Natural Language Inference. Auto-tuning TensorFlow Threading Model for CPU Backend. L1-(2D)2PCANet: A Deep Learning Network for Face Recognition …

Paper Group ANR 348

October 19, 2019

A Stable Cardinality Distance for Topological Classification. High-dimensional estimation via sum-of-squares proofs. Robust and Resource Efficient Identification of Shallow Neural Networks by Fewest Samples. Statistical Optimality of Stochastic Gradient Descent on Hard Learning Problems through Multiple Passes. Stress-Testing Neural Models of Natur …

Paper Group ANR 375

October 19, 2019

MelanoGANs: High Resolution Skin Lesion Synthesis with GANs. Consistent CCG Parsing over Multiple Sentences for Improved Logical Reasoning. Robust Student Network Learning. Using Deep Autoencoders for Facial Expression Recognition. Single Image Dehazing Based on Generic Regularity. Learning a Latent Space of Multitrack Measures. Strategies for Lang …

Paper Group ANR 385

October 19, 2019

Capture Dense: Markerless Motion Capture Meets Dense Pose Estimation. Convex Relaxations of Convolutional Neural Nets. Pixel-Level Alignment of Facial Images for High Accuracy Recognition Using Ensemble of Patches. Walking on Thin Air: Environment-Free Physics-based Markerless Motion Capture. Inventory Balancing with Online Learning. Exploring the …

Paper Group ANR 443

October 18, 2019

Predictive Embeddings for Hate Speech Detection on Twitter. A corpus of precise natural textual entailment problems. Learning Hierarchical Visual Representations in Deep Neural Networks Using Hierarchical Linguistic Labels. The Relevance of Text and Speech Features in Automatic Non-native English Accent Identification. Forward Amortized Inference f …

Paper Group ANR 476

October 18, 2019

Learning Scene Gist with Convolutional Neural Networks to Improve Object Recognition. Learning in POMDPs with Monte Carlo Tree Search. 3D CNN-based classification using sMRI and MD-DTI images for Alzheimer disease studies. The State of the Art in Integrating Machine Learning into Visual Analytics. Adaptive User-Oriented Direct Load-Control of Resid …

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 517

October 18, 2019

2D Reconstruction of Small Intestine’s Interior Wall. Human Motion Modeling using DVGANs. Monotonic classification: an overview on algorithms, performance measures and data sets. Discovering heterogeneous subpopulations for fine-grained analysis of opioid use and opioid use disorders. Effective Learning of Probabilistic Models for Clinical Predicti …

Paper Group ANR 578

October 18, 2019

Stealing Hyperparameters in Machine Learning. Revisit Multinomial Logistic Regression in Deep Learning: Data Dependent Model Initialization for Image Recognition. Discrete-Continuous Mixtures in Probabilistic Programming: Generalized Semantics and Inference Algorithms. Haze Density Estimation via Modeling of Scattering Coefficients of Iso-depth Reg …

Paper Group ANR 602

October 18, 2019

Stress Test Evaluation for Natural Language Inference. Land use mapping in the Three Gorges Reservoir Area based on semantic segmentation deep learning method. Foundations of Comparison-Based Hierarchical Clustering. Guided Graph Spectral Embedding: Application to the C. elegans Connectome. Learning Representations of Social Media Users. Mapping Un …

Paper Group ANR 619

October 18, 2019

Deep Learning on Key Performance Indicators for Predictive Maintenance in SAP HANA. A Hybrid Distribution Feeder Long-Term Load Forecasting Method Based on Sequence Prediction. REGMAPR - Text Matching Made Easy. A Semantic Model for Historical Manuscripts. What might matter in autonomous cars adoption: first person versus third person scenarios. A …

Paper Group ANR 663

October 18, 2019

Hierarchical Representation Learning for Kinship Verification. Learning with Non-Convex Truncated Losses by SGD. Speeding Up Distributed Gradient Descent by Utilizing Non-persistent Stragglers. Analysis of Invariance and Robustness via Invertibility of ReLU-Networks. Testing the Generalization Power of Neural Network Models Across NLI Benchmarks. F …

Paper Group ANR 669

October 18, 2019

Sequential Behavioral Data Processing Using Deep Learning and the Markov Transition Field in Online Fraud Detection. Automated Data Slicing for Model Validation:A Big data - AI Integration Approach. Meta Transfer Learning for Facial Emotion Recognition. On Cross-validation for Sparse Reduced Rank Regression. On the Runtime Analysis of the Clearing …