Can Domain Adaptation be Handled as Analogies? May 1, 2018 Aspect-Based Sentiment Analysis (ABSA) Document Classification
— Unverified Improving domain-specific SMT for low-resourced languages using data from different domains May 1, 2018 Domain Adaptation Language Modeling
— Unverified A Hybrid Approach for Automatic Extraction of Bilingual Multiword Expressions from Parallel Corpora May 1, 2018 Domain Adaptation Information Retrieval
— Unverified Fluid Annotation: A Granularity-aware Annotation Tool for Chinese Word Fluidity May 1, 2018 Chinese Word Segmentation Domain Adaptation
— Unverified Multi-layer Annotation of the Rigveda May 1, 2018 Domain Adaptation
— Unverified Language adaptation experiments via cross-lingual embeddings for related languages May 1, 2018 Domain Adaptation Information Retrieval
— Unverified Evaluating Domain Adaptation for Machine Translation Across Scenarios May 1, 2018 Domain Adaptation Machine Translation
— Unverified SoMeWeTa: A Part-of-Speech Tagger for German Social Media and Web Texts May 1, 2018 Domain Adaptation Lemmatization
Code Code Available Sample-to-Sample Correspondence for Unsupervised Domain Adaptation May 1, 2018 Domain Adaptation General Classification
— Unverified Adversarial adaptive 1-D convolutional neural networks for bearing fault diagnosis under varying working condition May 1, 2018 Domain Adaptation Fault Diagnosis
— Unverified Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss Apr 29, 2018 Domain Adaptation Transfer Learning
Code Code Available Generalizing Across Domains via Cross-Gradient Training Apr 28, 2018 Data Augmentation Domain Adaptation
Code Code Available A Unified Framework for Domain Adaptation using Metric Learning on Manifolds Apr 28, 2018 Domain Adaptation Metric Learning
Code Code Available Open Set Domain Adaptation by Backpropagation Apr 27, 2018 Domain Adaptation
Code Code Available Hierarchical Attention Transfer Network for Cross-Domain Sentiment Classification Apr 26, 2018 Classification Cross-Domain Text Classification
Code Code Available Domain Adaptation through Synthesis for Unsupervised Person Re-identification Apr 26, 2018 Diversity Domain Adaptation
— Unverified Unsupervised Domain Adaptation with Adversarial Residual Transform Networks Apr 25, 2018 Domain Adaptation Unsupervised Domain Adaptation
— Unverified Adaptation and Re-Identification Network: An Unsupervised Deep Transfer Learning Approach to Person Re-Identification Apr 25, 2018 Domain Adaptation Person Re-Identification
— Unverified Strong Baselines for Neural Semi-supervised Learning under Domain Shift Apr 25, 2018 Domain Adaptation Multi-Task Learning
Code Code Available Fully Convolutional Adaptation Networks for Semantic Segmentation Apr 23, 2018 Domain Adaptation Semantic Segmentation
— Unverified Domain and Geometry Agnostic CNNs for Left Atrium Segmentation in 3D Ultrasound Apr 20, 2018 Domain Adaptation Left Atrium Segmentation
— Unverified Deep Transfer Network with Joint Distribution Adaptation: A New Intelligent Fault Diagnosis Framework for Industry Application Apr 18, 2018 Domain Adaptation Fault Diagnosis
— Unverified SeerNet at SemEval-2018 Task 1: Domain Adaptation for Affect in Tweets Apr 17, 2018 Domain Adaptation General Classification
— Unverified Cross-Domain Adversarial Auto-Encoder Apr 17, 2018 Domain Adaptation Image Generation
Code Code Available Approaching Neural Grammatical Error Correction as a Low-Resource Machine Translation Task Apr 16, 2018 Domain Adaptation Grammatical Error Correction
Code Code Available Adversarial Alignment of Class Prediction Uncertainties for Domain Adaptation Apr 12, 2018 Domain Adaptation image-classification
— Unverified Cross-Domain Visual Recognition via Domain Adaptive Dictionary Learning Apr 12, 2018 Dictionary Learning Domain Adaptation
— Unverified Causal Generative Domain Adaptation Networks Apr 12, 2018 Computational Efficiency Domain Adaptation
— Unverified Semi-supervised Adversarial Learning to Generate Photorealistic Face Images of New Identities from 3D Morphable Model Apr 10, 2018 Domain Adaptation Face Generation
Code Code Available Improving Confidence Estimates for Unfamiliar Examples Apr 9, 2018 Attribute Domain Adaptation
Code Code Available Domain Adaptation for Statistical Machine Translation Apr 5, 2018 Domain Adaptation Machine Translation
— Unverified Adversarial Teacher-Student Learning for Unsupervised Domain Adaptation Apr 2, 2018 Domain Adaptation Transfer Learning
— Unverified Generative Adversarial Learning for Spectrum Sensing Apr 2, 2018 BIG-bench Machine Learning Data Augmentation
— Unverified Towards Learning Transferable Conversational Skills using Multi-dimensional Dialogue Modelling Mar 31, 2018 Dialogue Management Domain Adaptation
Code Code Available Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation Mar 30, 2018 Domain Adaptation object-detection
Code Code Available DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation Mar 27, 2018 Domain Adaptation Unsupervised Domain Adaptation
Code Code Available A Multi-Discriminator CycleGAN for Unsupervised Non-Parallel Speech Domain Adaptation Mar 27, 2018 Domain Adaptation Generative Adversarial Network
— Unverified Unsupervised Domain Adaptation: A Multi-task Learning-based Method Mar 25, 2018 Domain Adaptation Multi-Task Learning
— Unverified Importance Weighted Adversarial Nets for Partial Domain Adaptation Mar 25, 2018 Domain Adaptation Partial Domain Adaptation
— Unverified Unsupervised Domain Adaptation: from Simulation Engine to the RealWorld Mar 24, 2018 Domain Adaptation Unsupervised Domain Adaptation
— Unverified CalibNet: Geometrically Supervised Extrinsic Calibration using 3D Spatial Transformer Networks Mar 22, 2018 Camera Calibration Domain Adaptation
Code Code Available DeepDRR -- A Catalyst for Machine Learning in Fluoroscopy-guided Procedures Mar 22, 2018 Anatomical Landmark Detection BIG-bench Machine Learning
Code Code Available Domain Adaptation for Ear Recognition Using Deep Convolutional Neural Networks Mar 21, 2018 Domain Adaptation
Code Code Available Domain Adaptation with Randomized Expectation Maximization Mar 20, 2018 Domain Adaptation Transfer Learning
Code Code Available Monocular Fisheye Camera Depth Estimation Using Sparse LiDAR Supervision Mar 16, 2018 Depth Estimation Domain Adaptation
— Unverified Domain Adaptation on Graphs by Learning Aligned Graph Bases Mar 14, 2018 Domain Adaptation General Classification
— Unverified Optimal Transport for Multi-source Domain Adaptation under Target Shift Mar 13, 2018 Domain Adaptation Image Segmentation
Code Code Available Domain Adaptive Faster R-CNN for Object Detection in the Wild Mar 8, 2018 Domain Adaptation Object
Code Code Available Cross-domain Recommendation via Deep Domain Adaptation Mar 8, 2018 Collaborative Filtering Denoising
— Unverified AdaDepth: Unsupervised Content Congruent Adaptation for Depth Estimation Mar 5, 2018 Depth Estimation Domain Adaptation
— Unverified 