Multi-Task Learning

Paper Group ANR 1281

January 27, 2020

Attacker Behaviour Profiling using Stochastic Ensemble of Hidden Markov Models. Effects of data ambiguity and cognitive biases on the interpretability of machine learning models in humanitarian decision making. The Runtime of the Compact Genetic Algorithm on Jump Functions. Learning Variable Ordering Heuristics for Solving Constraint Satisfaction P …

Paper Group ANR 1284

January 27, 2020

Matrix and tensor decompositions for training binary neural networks. Information Robust Dirichlet Networks for Predictive Uncertainty Estimation. Video-Driven Speech Reconstruction using Generative Adversarial Networks. Generating Information Extraction Patterns from Overlapping and Variable Length Annotations using Sequence Alignment. Recursive V …

Paper Group ANR 1298

January 27, 2020

Uncertainty Based Detection and Relabeling of Noisy Image Labels. Improving Sequence-to-Sequence Learning via Optimal Transport. On the Robustness of Human Pose Estimation. Hamiltonian Generative Networks. Interpreting Verbal Irony: Linguistic Strategies and the Connection to the Type of Semantic Incongruity. Vector Field Neural Networks. Conceptor …

Paper Group ANR 1299

January 27, 2020

Convex Set Disjointness, Distributed Learning of Halfspaces, and LP Feasibility. The Global Convergence Analysis of the Bat Algorithm Using a Markovian Framework and Dynamical System Theory. Unsupervised Recalibration. PINFER: Privacy-Preserving Inference for Machine Learning. Adversarial Learning with Multiscale Features and Kernel Factorization f …

Paper Group ANR 1311

January 27, 2020

Multi-Sensor 3D Object Box Refinement for Autonomous Driving. SLOAM: Semantic Lidar Odometry and Mapping for Forest Inventory. Semantic Enrichment of Streaming Healthcare Data. Visualizing and Understanding the Effectiveness of BERT. Quadratic Surface Support Vector Machine with L1 Norm Regularization. Constructing a Data Visualization Recommender …

Paper Group ANR 1320

January 27, 2020

SUM: Suboptimal Unitary Multi-task Learning Framework for Spatiotemporal Data Prediction. Modeling default rate in P2P lending via LSTM. Distributed Inexact Successive Convex Approximation ADMM: Analysis-Part I. Deep Dual Relation Modeling for Egocentric Interaction Recognition. On Variational Bounds of Mutual Information. Faster feature selection …

Paper Group ANR 1335

January 27, 2020

REO-Relevance, Extraness, Omission: A Fine-grained Evaluation for Image Captioning. Full-stack Optimization for Accelerating CNNs with FPGA Validation. Beyond Tracking: Selecting Memory and Refining Poses for Deep Visual Odometry. Deep Network for Capacitive ECG Denoising. Multi-agent Reinforcement Learning Embedded Game for the Optimization of Bui …

Paper Group ANR 1354

January 26, 2020

Generating Diverse and Informative Natural Language Fashion Feedback. Convolutional Feature Extraction and Neural Arithmetic Logic Units for Stock Prediction. The Collective Advantage for Advancing Communications and Intelligence. On Universal Approximation by Neural Networks with Uniform Guarantees on Approximation of Infinite Dimensional Maps. A …

Paper Group ANR 1355

January 26, 2020

Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding Tasks. Flash Lightens Gray Pixels. Probability Map Guided Bi-directional Recurrent UNet for Pancreas Segmentation. MVS^2: Deep Unsupervised Multi-view Stereo with Multi-View Symmetry. Fast acoustic scattering using convolutional neural networks. Fine-grained eval …

Paper Group ANR 1365

January 26, 2020

Cooperative Pathfinding based on high-scalability Multi-agent RRT*. Instance-Level Microtubule Tracking. Recombination of Artificial Neural Networks. A high performance computing method for accelerating temporal action proposal generation. A Framework for Explainable Text Classification in Legal Document Review. RL-RRT: Kinodynamic Motion Planning …

Paper Group ANR 1371

January 26, 2020

A Generalization Error Bound for Multi-class Domain Generalization. MTCNET: Multi-task Learning Paradigm for Crowd Count Estimation. Fully Using Classifiers for Weakly Supervised Semantic Segmentation with Modified Cues. Tag Recommendation by Word-Level Tag Sequence Modeling. A Relation Extraction Approach for Clinical Decision Support. Modality to …

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 1390

January 26, 2020

Constructing a provably adversarially-robust classifier from a high accuracy one. Source Coding Based mmWave Channel Estimation with Deep Learning Based Decoding. Fighting Quantization Bias With Bias. Target-Specific Action Classification for Automated Assessment of Human Motor Behavior from Video. Neural Response Generation with Meta-Words. HexagD …

Paper Group ANR 1401

January 26, 2020

SPGNet: Semantic Prediction Guidance for Scene Parsing. Program-Guided Image Manipulators. Lunar surface image restoration using U-net based deep neural networks. Clustering of solutions in the symmetric binary perceptron. Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation. Generating 3D People in Scenes without People. …

Paper Group ANR 1415

January 26, 2020

A Study of BERT for Non-Factoid Question-Answering under Passage Length Constraints. Multi-modal Discriminative Model for Vision-and-Language Navigation. Mean-field inference methods for neural networks. AuxNet: Auxiliary tasks enhanced Semantic Segmentation for Automated Driving. Multi-hop Question Answering via Reasoning Chains. Diachronic Topics …

Paper Group ANR 1422

January 26, 2020

Robust and fast generation of top and side grasps for unknown objects. Exploration with Unreliable Intrinsic Reward in Multi-Agent Reinforcement Learning. Conflict Detection and Resolution in Table Top Scenarios for Human-Robot Interaction. A new operation mode for depth-focused high-sensitivity ToF range finding. Gabor Layers Enhance Network Robus …

Paper Group ANR 1438

January 26, 2020

Rebalancing Learning on Evolving Data Streams. Offline Recommender Learning Meets Unsupervised Domain Adaptation. Agglomerative Fast Super-Paramagnetic Clustering. Information Theoretic Feature Transformation Learning for Brain Interfaces. Semi-Supervised Ordinal Regression Based on Empirical Risk Minimization. Spectra2pix: Generating Nanostructure …

Paper Group ANR 1447

January 26, 2020

SWift – A SignWriting editor to bridge between deaf world and e-learning. Improving Question Generation With to the Point Context. Active online learning in the binary perceptron problem. MAE: Mutual Posterior-Divergence Regularization for Variational AutoEncoders. Redditors in Recovery: Text Mining Reddit to Investigate Transitions into Drug Addi …

Paper Group ANR 1451

January 26, 2020

Temporal Registration in Application to In-utero MRI Time Series. Learning One-hidden-layer neural networks via Provable Gradient Descent with Random Initialization. Distributed Machine Learning on Mobile Devices: A Survey. Mid-price Prediction Based on Machine Learning Methods with Technical and Quantitative Indicators. Spherical U-Net on Cortical …

Paper Group ANR 1461

January 26, 2020

MLRG Deep Curvature. On power chi expansions of $f$-divergences. HoughNet: neural network architecture for vanishing points detection. TzK: Flow-Based Conditional Generative Model. An Automated Engineering Assistant: Learning Parsers for Technical Drawings. Progressive DARTS: Bridging the Optimization Gap for NAS in the Wild. Machine learning in he …

Paper Group ANR 1465

January 26, 2020

OASIS: One-pass aligned Atlas Set for Image Segmentation. Scene recognition based on DNN and game theory with its applications in human-robot interaction. Comparing Greedy Constructive Heuristic Subtour Elimination Methods for the Traveling Salesman Problem. Adaptive and Compressive Beamforming Using Deep Learning for Medical Ultrasound. A Comparat …

Paper Group ANR 1473

January 26, 2020

Advanced Deep Convolutional Neural Network Approaches for Digital Pathology Image Analysis: a comprehensive evaluation with different use cases. Multi-Agent Actor-Critic with Hierarchical Graph Attention Network. Findings of the 2016 WMT Shared Task on Cross-lingual Pronoun Prediction. An Auto-ML Framework Based on GBDT for Lifelong Learning. Are w …

Paper Group ANR 1506

January 26, 2020

Texture Retrieval in the Wild through detection-based attributes. Classification Betters Regression in Query-based Multi-document Summarisation Techniques for Question Answering: Macquarie University at BioASQ7b. Handwritten Amharic Character Recognition Using a Convolutional Neural Network. Deep Robust Subjective Visual Property Prediction in Crow …

Paper Group ANR 1526

January 26, 2020

Non-intrusive Load Monitoring via Multi-label Sparse Representation based Classification. Correlation Coefficients and Semantic Textual Similarity. DPPNet: Approximating Determinantal Point Processes with Deep Networks. ScienceExamCER: A High-Density Fine-Grained Science-Domain Corpus for Common Entity Recognition. DeepSFM: Structure From Motion Vi …

Paper Group ANR 1536

January 26, 2020

Offspring Population Size Matters when Comparing Evolutionary Algorithms with Self-Adjusting Mutation Rates. CED: Color Event Camera Dataset. Parallel Medical Imaging: A New Data-Knowledge-Driven Evolutionary Framework for Medical Image Analysis. Decentralised Sparse Multi-Task Regression. Shallow Triple Stream Three-dimensional CNN (STSTNet) for M …

Paper Group ANR 1553

January 26, 2020

Improved PAC-Bayesian Bounds for Linear Regression. Reinforcement Learning with Convolutional Reservoir Computing. Detecting Hardly Visible Roads in Low-Resolution Satellite Time Series Data. Fast Portrait Segmentation with extremely light-weight network. The LoDoPaB-CT Dataset: A Benchmark Dataset for Low-Dose CT Reconstruction Methods. Attention …

Paper Group ANR 1567

January 26, 2020

Fast Re-Optimization via Structural Diversity. The Landscape of the Planted Clique Problem: Dense subgraphs and the Overlap Gap Property. Unsupervised predictive coding models may explain visual brain representation. Differentiated Backprojection Domain Deep Learning for Conebeam Artifact Removal. LiDAR Iris for Loop-Closure Detection. Tackling Mul …

Paper Group ANR 1578

January 26, 2020

Learning with less data via Weakly Labeled Patch Classification in Digital Pathology. A detailed comparative study of open source deep learning frameworks. Natural Adversarial Sentence Generation with Gradient-based Perturbation. Analogies Explained: Towards Understanding Word Embeddings. Two-Stream Multi-Task Network for Fashion Recognition. A Met …