Open Set Learning

Paper Group AWR 31

February 2, 2020

tax2vec: Constructing Interpretable Features from Taxonomies for Short Text Classification. CobWeb: A Research Prototype for Exploring User Bias in Political Fact-Checking. Mixture Content Selection for Diverse Sequence Generation. Dually Interactive Matching Network for Personalized Response Selection in Retrieval-Based Chatbots. A Wind of Change: …

Paper Group AWR 408

January 31, 2020

Reasoning Visual Dialogs with Structural and Partial Observations. Multimodal Deep Learning for Finance: Integrating and Forecasting International Stock Markets. Memorizing Normality to Detect Anomaly: Memory-augmented Deep Autoencoder for Unsupervised Anomaly Detection. Learning Transformation Synchronization. miniSAM: A Flexible Factor Graph Non- …

Paper Group AWR 430

January 31, 2020

From Big to Small: Multi-Scale Local Planar Guidance for Monocular Depth Estimation. Training-Time-Friendly Network for Real-Time Object Detection. Event Representation Learning Enhanced with External Commonsense Knowledge. Hierarchical Optimal Transport for Document Representation. Attention-based Context Aggregation Network for Monocular Depth Es …

Paper Group AWR 453

January 31, 2020

On Adversarial Removal of Hypothesis-only Bias in Natural Language Inference. Understanding the Representation Power of Graph Neural Networks in Learning Graph Topology. Receding Horizon Curiosity. GLTR: Statistical Detection and Visualization of Generated Text. $Σ$-net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR I …

Paper Group ANR 763

January 29, 2020

Deep learning assessment of breast terminal duct lobular unit involution: towards automated prediction of breast cancer risk. P-ODN: Prototype based Open Deep Network for Open Set Recognition. LATTE: Latent Type Modeling for Biomedical Entity Linking. YELM: End-to-End Contextualized Entity Linking. Object Detection in Specific Traffic Scenes using …

Paper Group ANR 1029

January 28, 2020

Generalized Maximum Causal Entropy for Inverse Reinforcement Learning. Embryo staging with weakly-supervised region selection and dynamically-decoded predictions. Mapping Areas using Computer Vision Algorithms and Drones. An Optimization Framework for Task Sequencing in Curriculum Learning. Finite-Time Error Bounds For Linear Stochastic Approximati …

Paper Group ANR 805

January 28, 2020

Triple Generative Adversarial Networks. Convolutional neural network for detection and classification of seizures in clinical data. Convolutional Neural Networks for Automatic Meter Reading. The Materials Science Procedural Text Corpus: Annotating Materials Synthesis Procedures with Shallow Semantic Structures. Towards Inconsistency Measurement in …

Paper Group ANR 913

January 28, 2020

Learning physics-based reduced-order models for a single-injector combustion process. Do not Omit Local Minimizer: a Complete Solution for Pose Estimation from 3D Correspondences. Are Out-of-Distribution Detection Methods Effective on Large-Scale Datasets?. Doubly Robust Off-Policy Actor-Critic Algorithms for Reinforcement Learning. Detecting Cyber …

Paper Group ANR 914

January 28, 2020

300 GHz Radar Object Recognition based on Deep Neural Networks and Transfer Learning. Vision-Language Navigation with Self-Supervised Auxiliary Reasoning Tasks. Sample-Optimal Parametric Q-Learning Using Linearly Additive Features. Communication-Efficient Federated Deep Learning with Asynchronous Model Update and Temporally Weighted Aggregation. Co …

Paper Group ANR 924

January 28, 2020

Limitations of Pinned AUC for Measuring Unintended Bias. C2AE: Class Conditioned Auto-Encoder for Open-set Recognition. A Review on Automatic License Plate Recognition System. Exploiting weak ties in trust-based recommender systems using regular equivalence. A Fast Spectral Algorithm for Mean Estimation with Sub-Gaussian Rates. Maximum Expected Hit …

Paper Group ANR 1126

January 27, 2020

Temporal Reasoning Graph for Activity Recognition. Invisible Marker: Automatic Annotation of Segmentation Masks for Object Manipulation. A Surprisingly Effective Fix for Deep Latent Variable Modeling of Text. Deep Representation Learning Characterized by Inter-class Separation for Image Clustering. On Using Retrained and Incremental Machine Learnin …

Paper Group ANR 1374

January 26, 2020

Causal Mechanism Transfer Network for Time Series Domain Adaptation in Mechanical Systems. Augmenting Monte Carlo Dropout Classification Models with Unsupervised Learning Tasks for Detecting and Diagnosing Out-of-Distribution Faults. Select, Answer and Explain: Interpretable Multi-hop Reading Comprehension over Multiple Documents. Reinforcement Lea …

Paper Group ANR 1406

January 26, 2020

End-to-End Deep Residual Learning with Dilated Convolutions for Myocardial Infarction Detection and Localization. Reinforcement Learning for Portfolio Management. Multi-Target Multiple Instance Learning for Hyperspectral Target Detection. A type of generalization error induced by initialization in deep neural networks. On the Convergence of Project …

Paper Group ANR 1500

January 26, 2020

Expressiveness and Learning of Hidden Quantum Markov Models. Multi-person Articulated Tracking with Spatial and Temporal Embeddings. A Pseudo-Likelihood Approach to Linear Regression with Partially Shuffled Data. Data Proxy Generation for Fast and Efficient Neural Architecture Search. The False Positive Control Lasso. An In-Depth Study on Open-Set …

Paper Group ANR 1572

January 26, 2020

The Missing Data Encoder: Cross-Channel Image Completion\with Hide-And-Seek Adversarial Network. Scheduling optimization of parallel linear algebra algorithms using Supervised Learning. Generating Sentiment-Preserving Fake Online Reviews Using Neural Language Models and Their Human- and Machine-based Detection. Automatic Model Monitoring for Data …

Paper Group ANR 1689

January 25, 2020

Knowledge-Induced Learning with Adaptive Sampling Variational Autoencoders for Open Set Fault Diagnostics. Kernel-Based Ensemble Learning in Python. Combining Q&A Pair Quality and Question Relevance Features on Community-based Question Retrieval. Computation Reallocation for Object Detection. Deep Learning for Automated Classification and Character …

Paper Group ANR 1742

January 25, 2020

A Simple but Effective BERT Model for Dialog State Tracking on Resource-Limited Systems. Using BERT for Word Sense Disambiguation. HeteSpaceyWalk: A Heterogeneous Spacey Random Walk for Heterogeneous Information Network Embedding. Learning to Modulate for Non-coherent MIMO. PoshakNet: Framework for matching dresses from real-life photos using GAN a …

Paper Group NANR 219

January 24, 2020

DiscoNet: Shapes Learning on Disconnected Manifolds for 3D Editing. KB-NLG: From Knowledge Base to Natural Language Generation. SINAI-DL at SemEval-2019 Task 5: Recurrent networks and data augmentation by paraphrasing. Modeling Parts, Structure, and System Dynamics via Predictive Learning. Compositional Hyponymy with Positive Operators. Semantic Co …