Q-Learning

Paper Group ANR 444

January 30, 2020

A General Scoring Rule for Randomized Kernel Approximation with Application to Canonical Correlation Analysis. A Review of Object Detection Models based on Convolutional Neural Network. Hypothesis Testing Interpretations and Renyi Differential Privacy. Cross Attention Network for Semantic Segmentation. DeepLofargram: A Deep Learning based Fluctuati …

Paper Group ANR 448

January 30, 2020

A Deep Learning-based Framework for the Detection of Schools of Herring in Echograms. Estimation of Utility-Maximizing Bounds on Potential Outcomes. What Synthesis is Missing: Depth Adaptation Integrated with Weak Supervision for Indoor Scene Parsing. Deep Representation Learning for Road Detection through Siamese Network. CWAE-IRL: Formulating a s …

Paper Group ANR 514

January 29, 2020

Smoke Sky – Exploring New Frontiers of Unmanned Aerial Systems for Wildland Fire Science and Applications. A New Clustering Method Based on Morphological Operations. Play and Prune: Adaptive Filter Pruning for Deep Model Compression. A Unified Theory of SGD: Variance Reduction, Sampling, Quantization and Coordinate Descent. Vispi: Automatic Visual …

Paper Group ANR 527

January 29, 2020

Bootstrapping Robotic Ecological Perception from a Limited Set of Hypotheses Through Interactive Perception. Towards Understanding the Importance of Shortcut Connections in Residual Networks. Improved low-resource Somali speech recognition by semi-supervised acoustic and language model training. Facial Makeup Transfer Combining Illumination Transfe …

Paper Group ANR 558

January 29, 2020

Paper Group ANR 561

January 29, 2020

Are You Convinced? Choosing the More Convincing Evidence with a Siamese Network. KeystoneDepth: Visualizing History in 3D. A stochastic version of Stein Variational Gradient Descent for efficient sampling. Relational Graph Representation Learning for Open-Domain Question Answering. Information Theoretic Model Predictive Q-Learning. An Analysis of S …

Paper Group ANR 571

January 29, 2020

Deep Reinforcement Learning for Scheduling in Cellular Networks. Semantic Matching by Weakly Supervised 2D Point Set Registration. Recognizing American Sign Language Manual Signs from RGB-D Videos. Shareable Representations for Search Query Understanding. Fast Bayesian Restoration of Poisson Corrupted Images with INLA. Three dimensional waveguide-i …

Paper Group ANR 612

January 29, 2020

TimeCaps: Learning From Time Series Data with Capsule Networks. Analyzing Utility of Visual Context in Multimodal Speech Recognition Under Noisy Conditions. Weak Supervision Enhanced Generative Network for Question Generation. Deceptive Reinforcement Learning Under Adversarial Manipulations on Cost Signals. Detecting Radical Text over Online Media …

Paper Group ANR 629

January 29, 2020

Fast Non-Parametric Learning to Accelerate Mixed-Integer Programming for Online Hybrid Model Predictive Control. ERASER: A Benchmark to Evaluate Rationalized NLP Models. Automatic Acrostic Couplet Generation with Three-Stage Neural Network Pipelines. Reliable and Explainable Machine Learning Methods for Accelerated Material Discovery. Efficient Sem …

Paper Group ANR 635

January 29, 2020

MANGA: Method Agnostic Neural-policy Generalization and Adaptation. Detecting and Correcting Adversarial Images Using Image Processing Operations. A Neural Spiking Approach Compared to Deep Feedforward Networks on Stepwise Pixel Erasement. Personalized Bundle List Recommendation. The Skipping Behavior of Users of Music Streaming Services and its Re …

Paper Group ANR 644

January 29, 2020

Maximum Likelihood Estimation for Learning Populations of Parameters. UDS–DFKI Submission to the WMT2019 Similar Language Translation Shared Task. Graph Matching Networks for Learning the Similarity of Graph Structured Objects. Unsupervised Multi-Document Opinion Summarization as Copycat-Review Generation. Learning Key-Value Store Design. Online E …

Paper Group ANR 651

January 29, 2020

Stochastic Implicit Natural Gradient for Black-box Optimization. Musical Tempo and Key Estimation using Convolutional Neural Networks with Directional Filters. Theory and Evaluation Metrics for Learning Disentangled Representations. Measuring Similarity of Interactive Driving Behaviors Using Matrix Profile. Uniform-in-Time Weak Error Analysis for S …

Paper Group ANR 656

January 29, 2020

Embodied Multimodal Multitask Learning. Improving Neural Relation Extraction with Positive and Unlabeled Learning. Amharic-Arabic Neural Machine Translation. Sparsely Grouped Input Variables for Neural Networks. Provably Efficient $Q$-learning with Function Approximation via Distribution Shift Error Checking Oracle. Deep Representation Learning for …

Paper Group ANR 670

January 29, 2020

Weak Supervision helps Emergence of Word-Object Alignment and improves Vision-Language Tasks. A comparison of apartment rent price prediction using a large dataset: Kriging versus DNN. Meta Learning with Relational Information for Short Sequences. The role of invariance in spectral complexity-based generalization bounds. W-Net: Two-stage U-Net with …

Paper Group ANR 677

January 29, 2020

Leveraging Labeled and Unlabeled Data for Consistent Fair Binary Classification. Revisiting the Bethe-Hessian: Improved Community Detection in Sparse Heterogeneous Graphs. EXIT Analysis for Community Detection. Learning Best Response Strategies for Agents in Ad Exchanges. Decentralized Multi-Agent Reinforcement Learning with Networked Agents: Recen …

Paper Group ANR 679

January 29, 2020

Adaptive Statistical Learning with Bayesian Differential Privacy. Paired Open-Ended Trailblazer (POET): Endlessly Generating Increasingly Complex and Diverse Learning Environments and Their Solutions. Accelerated Target Updates for Q-learning. An Essay on Optimization Mystery of Deep Learning. Improved Adversarial Robustness by Reducing Open Space …

Paper Group ANR 690

January 29, 2020

Adversarial View-Consistent Learning for Monocular Depth Estimation. Supervised Deep Neural Networks (DNNs) for Pricing/Calibration of Vanilla/Exotic Options Under Various Different Processes. Redistribution Mechanism on Networks. A Novel Multi-layer Framework for Tiny Obstacle Discovery. Solving Online Threat Screening Games using Constrained Acti …

Paper Group ANR 702

January 29, 2020

Paper Group ANR 709

January 29, 2020

Towards Characterizing Divergence in Deep Q-Learning. Automatic Evaluation of Local Topic Quality. MonoNet: Towards Interpretable Models by Learning Monotonic Features. Multi-Player Bandits: The Adversarial Case. Extension of Rough Set Based on Positive Transitive Relation. Unsupervised Automatic Building Extraction Using Active Contour Model on Un …

Paper Group ANR 719

January 29, 2020

Applications of Generative Adversarial Models in Visual Search Reformulation. Multimodal Abstractive Summarization for How2 Videos. Still no free lunches: the price to pay for tighter PAC-Bayes bounds. Vouw: Geometric Pattern Mining using the MDL Principle. Classification Accuracy Score for Conditional Generative Models. Eigenvalue and Generalized …

Paper Group ANR 721

January 29, 2020

BPPSA: Scaling Back-propagation by Parallel Scan Algorithm. Combining Representation Learning with Tensor Factorization for Risk Factor Analysis - an application to Epilepsy and Alzheimer’s disease. Deep Reinforcement Learning for Foreign Exchange Trading. On the Equivalence between Node Embeddings and Structural Graph Representations. Multi-node e …

Paper Group ANR 745

January 29, 2020

Multi-Kernel Filtering for Nonstationary Noise: An Extension of Bilateral Filtering Using Image Context. Landscape Connectivity and Dropout Stability of SGD Solutions for Over-parameterized Neural Networks. Biomedical Image Segmentation by Retina-like Sequential Attention Mechanism Using Only A Few Training Images. Deep 3D-Zoom Net: Unsupervised Le …

Paper Group ANR 751

January 29, 2020

Towards Verifying Robustness of Neural Networks Against Semantic Perturbations. Multi-modal dialog for browsing large visual catalogs using exploration-exploitation paradigm in a joint embedding space. Domain Adversarial Reinforcement Learning for Partial Domain Adaptation. Query-by-example on-device keyword spotting. Reinforcement Learning in Heal …

Paper Group ANR 1006

January 28, 2020

Cross-referencing Social Media and Public Surveillance Camera Data for Disaster Response. Deep Learning and Control Algorithms of Direct Perception for Autonomous Driving. DCEF: Deep Collaborative Encoder Framework for Unsupervised Clustering. Butterfly Transform: An Efficient FFT Based Neural Architecture Design. A Deep Q-Learning Method for Downl …

Paper Group ANR 1016

January 28, 2020

A New Approach for Explainable Multiple Organ Annotation with Few Data. Stochastic Inverse Reinforcement Learning. Parareal with a Learned Coarse Model for Robotic Manipulation. Generalized Linear Rule Models. Generative Imaging and Image Processing via Generative Encoder. A Hierarchical Bayesian Model for Size Recommendation in Fashion. A Deep Lea …

Paper Group ANR 1056

January 28, 2020

Safe Linear Thompson Sampling with Side Information. Structured and Deep Similarity Matching via Structured and Deep Hebbian Networks. Segmentation Guided Attention Network for Crowd Counting via Curriculum Learning. Comparing reliability of grid-based Quality-Diversity algorithms using artificial landscapes. Rearchitecting Classification Framework …

Paper Group ANR 1062

January 28, 2020

Conversational implicatures in English dialogue: Annotated dataset. Benchmarking Adversarial Robustness. Using Natural Language for Reward Shaping in Reinforcement Learning. Quantitative Logic Reasoning. Risk-Sensitive Compact Decision Trees for Autonomous Execution in Presence of Simulated Market Response. Value of Information in Probabilistic Log …

Paper Group ANR 1063

January 28, 2020

Random CapsNet Forest Model for Imbalanced Malware Type Classification Task. Towards automatic construction of multi-network models for heterogeneous multi-task learning. Sensor Fusion using Backward Shortcut Connections for Sleep Apnea Detection in Multi-Modal Data. Reinforcement Learning with Dynamic Boltzmann Softmax Updates. A Geometric Approac …