Active Learning

Paper Group AWR 323

October 20, 2019

Understanding Learned Models by Identifying Important Features at the Right Resolution. Plug-in Regularized Estimation of High-Dimensional Parameters in Nonlinear Semiparametric Models. Evaluation of Unsupervised Compositional Representations. Underwater Fish Detection using Deep Learning for Water Power Applications. Adaptive Semi-supervised Learn …

Paper Group AWR 326

October 20, 2019

Non-bifurcating phylogenetic tree inference via the adaptive LASSO. A Novel Learning-based Global Path Planning Algorithm for Planetary Rovers. Mining within-trial oscillatory brain dynamics to address the variability of optimized spatial filters. Towards Efficient Large-Scale Graph Neural Network Computing. Beamformed Fingerprint Learning for Accu …

Paper Group AWR 330

October 20, 2019

NCRF++: An Open-source Neural Sequence Labeling Toolkit. PlaneRCNN: 3D Plane Detection and Reconstruction from a Single Image. Building a Conversational Agent Overnight with Dialogue Self-Play. Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation. Scan2CAD: Learning CAD Model Alignment in RGB-D Sc …

Paper Group AWR 343

October 20, 2019

Learning Contextual Bandits in a Non-stationary Environment. DELIMIT PyTorch - An extension for Deep Learning in Diffusion Imaging. The Tsetlin Machine - A Game Theoretic Bandit Driven Approach to Optimal Pattern Recognition with Propositional Logic. DeepChannel: Salience Estimation by Contrastive Learning for Extractive Document Summarization. Gra …

Paper Group ANR 118

October 19, 2019

Attention Fusion Networks: Combining Behavior and E-mail Content to Improve Customer Support. Semiparametric Classification of Forest Graphical Models. A Neural Network Model for Determining the Success or Failure of High-tech Projects Development: A Case of Pharmaceutical industry. Deep Unsupervised Multi-View Detection of Video Game Stream Highli …

Paper Group ANR 126

October 19, 2019

Arbitrary Style Transfer with Deep Feature Reshuffle. An analytic theory of generalization dynamics and transfer learning in deep linear networks. Online Off-policy Prediction. Artificial Intelligence for Diabetes Case Management: The Intersection of Physical and Mental Health. A Comparative Study of Neural Network Models for Sentence Classificatio …

Paper Group ANR 137

October 19, 2019

Where-and-When to Look: Deep Siamese Attention Networks for Video-based Person Re-identification. SynNet: Structure-Preserving Fully Convolutional Networks for Medical Image Synthesis. A General Account of Argumentation with Preferences. Local SGD Converges Fast and Communicates Little. A Hardware-Friendly Algorithm for Scalable Training and Deploy …

Paper Group ANR 159

October 19, 2019

Generalized Scene Reconstruction. Taskonomy: Disentangling Task Transfer Learning. A Dynamic Model for Traffic Flow Prediction Using Improved DRN. SA-IGA: A Multiagent Reinforcement Learning Method Towards Socially Optimal Outcomes. Cardinality Leap for Open-Ended Evolution: Theoretical Consideration and Demonstration by “Hash Chemistry”. GAPLE: Ge …

Paper Group ANR 160

October 19, 2019

Reasoning with Justifiable Exceptions in Contextual Hierarchies (Appendix). A Polynomial-time Fragment of Epistemic Probabilistic Argumentation (Technical Report). From Trailers to Storylines: An Efficient Way to Learn from Movies. Pattern Dependence Detection using n-TARP Clustering. Empirical Evaluation of Contextual Policy Search with a Comparis …

Paper Group ANR 163

October 19, 2019

Deep Neural Networks for Estimation and Inference. Top k Memory Candidates in Memory Networks for Common Sense Reasoning. Analysis of Fast Structured Dictionary Learning. Seeded Ising Model and Statistical Natures of Human Iris Templates. Convergence Rates for Projective Splitting. A Corpus for Modeling Word Importance in Spoken Dialogue Transcript …

Paper Group ANR 178

October 19, 2019

Sum-Product Networks for Sequence Labeling. Lifted Marginal MAP Inference. Attention, Please! Adversarial Defense via Attention Rectification and Preservation. Multimodal Machine Translation with Reinforcement Learning. Density estimation for shift-invariant multidimensional distributions. Joint Person Segmentation and Identification in Synchronize …

Paper Group ANR 186

October 19, 2019

Bias Amplification in Artificial Intelligence Systems. Machine learning for prediction of extreme statistics in modulation instability. Part-of-Speech Tagging on an Endangered Language: a Parallel Griko-Italian Resource. Gaussian Process Subset Scanning for Anomalous Pattern Detection in Non-iid Data. Learning Robust Heterogeneous Signal Features f …

Paper Group ANR 212

October 19, 2019

Polynomially Coded Regression: Optimal Straggler Mitigation via Data Encoding. Multiple Manifolds Metric Learning with Application to Image Set Classification. Hartley Spectral Pooling for Deep Learning. Testing for Conditional Mean Independence with Covariates through Martingale Difference Divergence. A representer theorem for deep neural networks …

Paper Group ANR 236

October 19, 2019

Preparing for the Unexpected: Diversity Improves Planning Resilience in Evolutionary Algorithms. How does the AI understand what’s going on. Cascaded multi-scale and multi-dimension convolutional neural network for stereo matching. Events Beyond ACE: Curated Training for Events. onlineSPARC: a Programming Environment for Answer Set Programming. Joi …

Paper Group ANR 244

October 19, 2019

Counting Complexity for Reasoning in Abstract Argumentation. Non-invasive measuring method of skin temperature based on skin sensitivity index and deep learning. Nonlinear integro-differential operator regression with neural networks. Automatic Diagnosis of Short-Duration 12-Lead ECG using a Deep Convolutional Network. A Multi-channel Network with …

Paper Group ANR 254

October 19, 2019

Secure Mobile Edge Computing in IoT via Collaborative Online Learning. Analysis of spectral clustering algorithms for community detection: the general bipartite setting. Learning from Past Mistakes: Improving Automatic Speech Recognition Output via Noisy-Clean Phrase Context Modeling. On semi-supervised learning. ANS: Adaptive Network Scaling for D …

Paper Group ANR 269

October 19, 2019

Multi-Source Neural Machine Translation with Data Augmentation. Less is More: Surgical Phase Recognition with Less Annotations through Self-Supervised Pre-training of CNN-LSTM Networks. On the Transferability of Representations in Neural Networks Between Datasets and Tasks. Towards Understanding the Generalization Bias of Two Layer Convolutional Li …

Paper Group ANR 271

October 19, 2019

Generalizable Adversarial Examples Detection Based on Bi-model Decision Mismatch. Data-driven Blockbuster Planning on Online Movie Knowledge Library. Fast determinantal point processes via distortion-free intermediate sampling. Quantization Error as a Metric for Dynamic Precision Scaling in Neural Net Training. Multi-Task Determinantal Point Proces …

Paper Group ANR 288

October 19, 2019

Real-time Monocular Visual Odometry for Turbid and Dynamic Underwater Environments. Adversarial Label Learning. A Proposal of Interactive Growing Hierarchical SOM. End-to-End Sound Source Separation Conditioned On Instrument Labels. Video Smoke Detection Based on Deep Saliency Network. Neural Image Compression for Gigapixel Histopathology Image Ana …

Paper Group ANR 322

October 19, 2019

Sparse Persistent RNNs: Squeezing Large Recurrent Networks On-Chip. Efficient active learning of sparse halfspaces. SQuantizer: Simultaneous Learning for Both Sparse and Low-precision Neural Networks. Using Neural Networks to Generate Information Maps for Mobile Sensors. Probabilistic Attribute Tree in Convolutional Neural Networks for Facial Expre …

Paper Group ANR 334

October 19, 2019

Image reconstruction through metamorphosis. Drug Recommendation toward Safe Polypharmacy. Knowledge Graph Completion to Predict Polypharmacy Side Effects. A Multi-Biometrics for Twins Identification Based Speech and Ear. Constructing Compact Brain Connectomes for Individual Fingerprinting. Evaluating Active Learning Heuristics for Sequential Diagno …

Paper Group ANR 368

October 19, 2019

From Game-theoretic Multi-agent Log Linear Learning to Reinforcement Learning. Universal Adversarial Training. Object and Text-guided Semantics for CNN-based Activity Recognition. Beyond Winning and Losing: Modeling Human Motivations and Behaviors Using Inverse Reinforcement Learning. Detecting Correlations with Little Memory and Communication. A C …

Paper Group ANR 372

October 19, 2019

Discovering General-Purpose Active Learning Strategies. Assessing fish abundance from underwater video using deep neural networks. Biologically-plausible learning algorithms can scale to large datasets. Automatic Chord Recognition with Higher-Order Harmonic Language Modelling. Cross-domain Human Parsing via Adversarial Feature and Label Adaptation. …

Paper Group ANR 374

October 19, 2019

Learning the Multiple Traveling Salesmen Problem with Permutation Invariant Pooling Networks. Towards Theoretical Understanding of Large Batch Training in Stochastic Gradient Descent. Linearized Binary Regression. The Singular Values of Convolutional Layers. Energy-Efficient CMOS Memristive Synapses for Mixed-Signal Neuromorphic System-on-a-Chip. T …

Paper Group ANR 383

October 19, 2019

Learning Invariances using the Marginal Likelihood. Unsupervised RGBD Video Object Segmentation Using GANs. Duluth UROP at SemEval-2018 Task 2: Multilingual Emoji Prediction with Ensemble Learning and Oversampling. Combining Long Short Term Memory and Convolutional Neural Network for Cross-Sentence n-ary Relation Extraction. Neural Compositional De …

Paper Group ANR 394

October 19, 2019

Best Arm Identification for Contaminated Bandits. Synthetic Perfusion Maps: Imaging Perfusion Deficits in DSC-MRI with Deep Learning. Assessing the Utility of Weather Data for Photovoltaic Power Prediction. Efficient Two-Step Adversarial Defense for Deep Neural Networks. The Voice Conversion Challenge 2018: Promoting Development of Parallel and Non …

Paper Group ANR 414

October 18, 2019

Differentiable Submodular Maximization. Neural Generation of Diverse Questions using Answer Focus, Contextual and Linguistic Features. Risk and parameter convergence of logistic regression. Analysing the potential of seq-to-seq models for incremental interpretation in task-oriented dialogue. Hand Gesture Detection and Conversion to Speech and Text. …

Paper Group ANR 436

October 18, 2019

Quantum Entanglement in Corpuses of Documents. Pneumonia Detection in Chest Radiographs. Dropout Model Evaluation in MOOCs. Adversarial Active Learning for Deep Networks: a Margin Based Approach. Crowd Counting with Density Adaption Networks. Proprties of biclustering algorithms and a novel biclustering technique based on relative density. K-medoid …