Knowledge Graphs

Paper Group AWR 337

October 20, 2019

Sampled Policy Gradient for Learning to Play the Game Agar.io. Exploring object-centric and scene-centric CNN features and their complementarity for human rights violations recognition in images. Effective Subword Segmentation for Text Comprehension. Learning for Video Super-Resolution through HR Optical Flow Estimation. Bias and Generalization in …

Paper Group AWR 341

October 20, 2019

Learning to Solve NP-Complete Problems - A Graph Neural Network for Decision TSP. S-RL Toolbox: Environments, Datasets and Evaluation Metrics for State Representation Learning. Scalable Micro-planned Generation of Discourse from Structured Data. The Double Sphere Camera Model. Hyperparameters and Tuning Strategies for Random Forest. SqueezeSegV2: I …

Paper Group ANR 117

October 19, 2019

Holographic Automata for Ambient Immersive A. I. via Reservoir Computing. Social Anchor-Unit Graph Regularized Tensor Completion for Large-Scale Image Retagging. Feature-based reformulation of entities in triple pattern queries. Transitions, Losses, and Re-parameterizations: Elements of Prediction Games. Targeted change detection in remote sensing …

Paper Group ANR 130

October 19, 2019

Not Using the Car to See the Sidewalk: Quantifying and Controlling the Effects of Context in Classification and Segmentation. PAC Learning Guarantees Under Covariate Shift. Measuring the Robustness of Graph Properties. An optimal approximation of discrete random variables with respect to the Kolmogorov distance. Recurrently Controlled Recurrent Net …

Paper Group ANR 165

October 19, 2019

Region Growing Curriculum Generation for Reinforcement Learning. Diverse M-Best Solutions by Dynamic Programming. Computer-Assisted Text Analysis for Social Science: Topic Models and Beyond. DeepLens: Shallow Depth Of Field From A Single Image. A Systematic Classification of Knowledge, Reasoning, and Context within the ARC Dataset. Towards End-to-e …

Paper Group ANR 206

October 19, 2019

Knowledge-enriched Two-layered Attention Network for Sentiment Analysis. Law and Adversarial Machine Learning. ClusterNet: 3D Instance Segmentation in RGB-D Images. Deep Discriminative Learning for Unsupervised Domain Adaptation. Knowledge Graph Embedding with Multiple Relation Projections. Cross-lingual Word Analogies using Linear Transformations …

Paper Group ANR 223

October 19, 2019

Weakly Supervised Attention Learning for Textual Phrases Grounding. Structured Multi-Label Biomedical Text Tagging via Attentive Neural Tree Decoding. The Anatomy of a Cryptocurrency Pump-and-Dump Scheme. Interaction Matters: A Note on Non-asymptotic Local Convergence of Generative Adversarial Networks. Deep Differential Recurrent Neural Networks. …

Paper Group ANR 251

October 19, 2019

Distributed Wildfire Surveillance with Autonomous Aircraft using Deep Reinforcement Learning. A First Experiment on Including Text Literals in KGloVe. Playing 20 Question Game with Policy-Based Reinforcement Learning. Analysis of Fast Alternating Minimization for Structured Dictionary Learning. A survey on Deep Learning Advances on Different 3D Dat …

Paper Group ANR 279

October 19, 2019

Gait learning for soft microrobots controlled by light fields. Can rationality be measured?. Entropy Maximization for Markov Decision Processes Under Temporal Logic Constraints. Improved Visual Relocalization by Discovering Anchor Points. Bytes are All You Need: End-to-End Multilingual Speech Recognition and Synthesis with Bytes. Effect of data red …

Paper Group ANR 287

October 19, 2019

Deep Learning for End-to-End Automatic Target Recognition from Synthetic Aperture Radar Imagery. A Many-Objective Evolutionary Algorithm Based on Decomposition and Local Dominance. On the Effectiveness of Simple Success-Based Parameter Selection Mechanisms for Two Classical Discrete Black-Box Optimization Benchmark Problems. RGCNN: Regularized Grap …

Paper Group ANR 294

October 19, 2019

A Minimalist Approach to Type-Agnostic Detection of Quadrics in Point Clouds. Deep Theory of Functional Connections: A New Method for Estimating the Solutions of PDEs. Neural Ranking Models for Temporal Dependency Structure Parsing. Time Aggregation and Model Interpretation for Deep Multivariate Longitudinal Patient Outcome Forecasting Systems in C …

Paper Group ANR 321

October 19, 2019

Skin lesion classification with ensemble of squeeze-and-excitation networks and semi-supervised learning. SuperNeurons: Dynamic GPU Memory Management for Training Deep Neural Networks. Data-driven Localization and Estimation of Disturbance in the Interconnected Power System. Adaptivity for Regularized Kernel Methods by Lepskii’s Principle. CaloriNe …

Paper Group ANR 349

October 19, 2019

Camera Model Identification Using Convolutional Neural Networks. Forecasting Individualized Disease Trajectories using Interpretable Deep Learning. The Sample Complexity of Up-to-$\varepsilon$ Multi-Dimensional Revenue Maximization. Near-Optimal Sample Complexity Bounds for Maximum Likelihood Estimation of Multivariate Log-concave Densities. A Mode …

Paper Group ANR 391

October 19, 2019

New Methods of Studying Valley Fitness Landscapes. Intervention Aided Reinforcement Learning for Safe and Practical Policy Optimization in Navigation. Controversy Rules - Discovering Regions Where Classifiers (Dis-)Agree Exceptionally. Finding Original Image Of A Sub Image Using CNNs. A Reinforcement Learning Approach to Age of Information in Multi …

Paper Group ANR 401

October 19, 2019

Reducing Gender Bias in Abusive Language Detection. MDU-Net: Multi-scale Densely Connected U-Net for biomedical image segmentation. Distributionally Robust Graphical Models. Data Science with Vadalog: Bridging Machine Learning and Reasoning. From Hard to Soft: Understanding Deep Network Nonlinearities via Vector Quantization and Statistical Inferen …

Paper Group ANR 479

October 18, 2019

iParaphrasing: Extracting Visually Grounded Paraphrases via an Image. Paraphrases as Foreign Languages in Multilingual Neural Machine Translation. Project Rosetta: A Childhood Social, Emotional, and Behavioral Developmental Ontology. SPASS: Scientific Prominence Active Search System with Deep Image Captioning Network. The Error is the Feature: how …

Paper Group ANR 573

October 18, 2019

Parallelized Interactive Machine Learning on Autonomous Vehicles. Multi-hop Inference for Sentence-level TextGraphs: How Challenging is Meaningfully Combining Information for Science Question Answering?. Smooth Structured Prediction Using Quantum and Classical Gibbs Samplers. Nonconvex Matrix Factorization from Rank-One Measurements. Physics-inform …

Paper Group ANR 660

October 18, 2019

Tensorial Neural Networks: Generalization of Neural Networks and Application to Model Compression. 3D shape retrieval basing on representatives of classes. Approximation Strategies for Incomplete MaxSAT. Future Automation Engineering using Structural Graph Convolutional Neural Networks. New And Surprising Ways to Be Mean. Adversarial NPCs with Coup …

Paper Group ANR 667

October 18, 2019

Crime Event Embedding with Unsupervised Feature Selection. A Multi-channel DART Algorithm. N-fold Superposition: Improving Neural Networks by Reducing the Noise in Feature Maps. Visualizing Neural Network Developing Perturbation Theory. Sharp Attention Network via Adaptive Sampling for Person Re-identification. Tracking all members of a honey bee c …

Paper Group ANR 694

October 17, 2019

Translational Motion Compensation for Soft Tissue Velocity Images. A general system of differential equations to model first order adaptive algorithms. Embedding Models for Episodic Knowledge Graphs. Knowledge-Based Distant Regularization in Learning Probabilistic Models. Mind Your Language: Abuse and Offense Detection for Code-Switched Languages. …

Paper Group ANR 706

October 17, 2019

Stability-certified reinforcement learning: A control-theoretic perspective. Distributed Stochastic Multi-Task Learning with Graph Regularization. A Comparative Analysis of Registration Tools: Traditional vs Deep Learning Approach on High Resolution Tissue Cleared Data. A Probe Towards Understanding GAN and VAE Models. Novel Convolution Kernels for …

Paper Group ANR 725

October 17, 2019

On Configurable Defense against Adversarial Example Attacks. Probabilistic Graphical Modeling approach to dynamic PET direct parametric map estimation and image reconstruction. HCqa: Hybrid and Complex Question Answering on Textual Corpus and Knowledge Graph. PCAS: Pruning Channels with Attention Statistics for Deep Network Compression. Improving D …

Paper Group ANR 726

October 17, 2019

Algorithmic Causal Deconvolution of Intertwined Programs and Networks by Generative Mechanism. Teaching Multiple Concepts to a Forgetful Learner. Complexity Results for Preference Aggregation over (m)CP-nets: Pareto and Majority Voting. What am I searching for?. Multimodal matching using a Hybrid Convolutional Neural Network. Wasserstein Distributi …

Paper Group ANR 733

October 17, 2019

RA-UNet: A hybrid deep attention-aware network to extract liver and tumor in CT scans. Evaluation of Machine Learning Algorithms for Intrusion Detection System. Automated Diagnosis of Clinic Workflows. Effects of Dataset properties on the training of GANs. Unsupervised Domain Adaptation: A Multi-task Learning-based Method. ToyBox: Better Atari Envi …

Paper Group ANR 743

October 17, 2019

Simplified SPARQL REST API - CRUD on JSON Object Graphs via URI Paths. End-to-End Learning for Answering Structured Queries Directly over Text. OCTID: Optical Coherence Tomography Image Database. Neural Arithmetic Expression Calculator. Audio Source Separation Using Variational Autoencoders and Weak Class Supervision. Whale swarm algorithm with the …

Paper Group ANR 798

October 17, 2019

Reasoning over RDF Knowledge Bases using Deep Learning. Multilingual and Unsupervised Subword Modeling for Zero-Resource Languages. A Global Information Based Adaptive Threshold for Grouping Large Scale Global Optimization Problems. Neural Inverse Rendering for General Reflectance Photometric Stereo. DropPruning for Model Compression. Personality f …

Paper Group ANR 857

October 17, 2019

Real-Time 3D Shape of Micro-Details. Online Deep Metric Learning. On the Convergence of Learning-based Iterative Methods for Nonconvex Inverse Problems. Synthetic data generation for end-to-end thermal infrared tracking. Simple Large-scale Relation Extraction from Unstructured Text. Behaviour Policy Estimation in Off-Policy Policy Evaluation: Calib …

Paper Group ANR 882

October 17, 2019

Video based Contextual Question Answering. Few Shot Learning with Simplex. Avoiding Latent Variable Collapse With Generative Skip Models. Visual Attention for Behavioral Cloning in Autonomous Driving. Developing parsimonious ensembles using ensemble diversity within a reinforcement learning framework. Context Models for OOV Word Translation in Low- …