| Learning to Select Context in a Hierarchical and Global Perspective for Open-domain Dialogue Generation | Feb 18, 2021 | DecoderDialogue Generation | —Unverified | 0 |
| A Unified Batch Selection Policy for Active Metric Learning | Feb 15, 2021 | Active LearningDiversity | —Unverified | 0 |
| Diffusion Approximations for a Class of Sequential Testing Problems | Feb 13, 2021 | Informativeness | —Unverified | 0 |
| Learning Task-Oriented Communication for Edge Inference: An Information Bottleneck Approach | Feb 8, 2021 | Dynamic neural networksInformativeness | CodeCode Available | 1 |
| Commonsense Knowledge Aware Concept Selection For Diverse and Informative Visual Storytelling | Feb 5, 2021 | DiversityInformativeness | —Unverified | 0 |
| Disambiguatory Signals are Stronger in Word-initial Positions | Feb 3, 2021 | Informativeness | CodeCode Available | 0 |
| Adaptive Scheduling for Machine Learning Tasks over Networks | Jan 25, 2021 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| Belief-based Generation of Argumentative Claims | Jan 24, 2021 | InformativenessText Generation | CodeCode Available | 0 |
| Regional Attention Network (RAN) for Head Pose and Fine-grained Gesture Recognition | Jan 17, 2021 | Facial Expression RecognitionFacial Expression Recognition (FER) | —Unverified | 0 |
| Context-aware Attentional Pooling (CAP) for Fine-grained Visual Classification | Jan 17, 2021 | Fine-Grained Image ClassificationGeneral Classification | CodeCode Available | 1 |
| Estimating informativeness of samples with Smooth Unique Information | Jan 17, 2021 | Informativeness | CodeCode Available | 1 |
| Maximizing Information Gain for the Characterization of Biomolecular Circuits | Jan 8, 2021 | Experimental DesignInformativeness | —Unverified | 0 |
| Modal Uncertainty Estimation via Discrete Latent Representations | Jan 1, 2021 | Informativeness | —Unverified | 0 |
| Exemplary natural images explain CNN activations better than synthetic feature visualizations | Jan 1, 2021 | Informativeness | —Unverified | 0 |
| Deep Active Learning for Object Detection with Mixture Density Networks | Jan 1, 2021 | Active LearningInformativeness | —Unverified | 0 |
| PABI: A Unified PAC-Bayesian Informativeness Measure for Incidental Supervision Signals | Jan 1, 2021 | Informativenessnamed-entity-recognition | —Unverified | 0 |
| Binary Classification Tests, Imperfect Standards, and Ambiguous Information | Dec 21, 2020 | Binary ClassificationClassification | —Unverified | 0 |
| Computation-Efficient Knowledge Distillation via Uncertainty-Aware Mixup | Dec 17, 2020 | InformativenessKnowledge Distillation | CodeCode Available | 1 |
| Enhanced spatio-temporal electric load forecasts using less data with active deep learning | Dec 8, 2020 | Active LearningBIG-bench Machine Learning | CodeCode Available | 1 |
| Understanding Guided Image Captioning Performance across Domains | Dec 4, 2020 | DescriptiveImage Captioning | CodeCode Available | 0 |
| Controllable Abstractive Sentence Summarization with Guiding Entities | Dec 1, 2020 | InformativenessSentence | CodeCode Available | 1 |
| Story Generation with Rich Details | Dec 1, 2020 | InformativenessStory Generation | —Unverified | 0 |
| Deep Learning Benchmarks and Datasets for Social Media Image Classification for Disaster Response | Nov 17, 2020 | Disaster ResponseGeneral Classification | —Unverified | 0 |
| Pattern recognition in micro-trading behaviors before stock price jumps: A framework based on multivariate time series analysis | Nov 10, 2020 | InformativenessTime Series | —Unverified | 0 |
| LADA: Look-Ahead Data Acquisition via Augmentation for Active Learning | Nov 9, 2020 | Active LearningData Augmentation | —Unverified | 0 |
| Know What You Don't Need: Single-Shot Meta-Pruning for Attention Heads | Nov 7, 2020 | InformativenessMeta-Learning | —Unverified | 0 |
| Best Practices for Crowd-based Evaluation of German Summarization: Comparing Crowd, Expert and Automatic Evaluation | Nov 1, 2020 | Informativeness | —Unverified | 0 |
| #GCDH at WNUT-2020 Task 2: BERT-Based Models for the Detection of Informativeness in English COVID-19 Related Tweets | Nov 1, 2020 | InformativenessTask 2 | —Unverified | 0 |
| Visual Objects As Context: Exploiting Visual Objects for Lexical Entailment | Nov 1, 2020 | InformativenessLexical Entailment | —Unverified | 0 |
| Improving Knowledge-Aware Dialogue Response Generation by Using Human-Written Prototype Dialogues | Nov 1, 2020 | InformativenessResponse Generation | —Unverified | 0 |
| When Contrastive Learning Meets Active Learning: A Novel Graph Active Learning Paradigm with Self-Supervision | Oct 30, 2020 | Active LearningContrastive Learning | —Unverified | 0 |
| Active Learning for Noisy Data Streams Using Weak and Strong Labelers | Oct 27, 2020 | Active Learningimage-classification | —Unverified | 0 |
| Exemplary Natural Images Explain CNN Activations Better than State-of-the-Art Feature Visualization | Oct 23, 2020 | Informativeness | CodeCode Available | 1 |
| Local Knowledge Powered Conversational Agents | Oct 20, 2020 | Informativeness | —Unverified | 0 |
| A Method for Handling Multi-class Imbalanced Data by Geometry based Information Sampling and Class Prioritized Synthetic Data Generation (GICaPS) | Oct 11, 2020 | InformativenessMulti-Label Classification | —Unverified | 0 |
| Natural Images are More Informative for Interpreting CNN Activations than State-of-the-Art Synthetic Feature Visualizations | Oct 9, 2020 | Informativeness | —Unverified | 0 |
| Unsupervised Reference-Free Summary Quality Evaluation via Contrastive Learning | Oct 5, 2020 | Contrastive LearningDocument Summarization | CodeCode Available | 1 |
| Dialogue Generation on Infrequent Sentence Functions via Structured Meta-Learning | Oct 4, 2020 | Dialogue GenerationInformativeness | —Unverified | 0 |
| A study on using image based machine learning methods to develop the surrogate models of stamp forming simulations | Sep 30, 2020 | BIG-bench Machine LearningInformativeness | —Unverified | 0 |
| Focus-Constrained Attention Mechanism for CVAE-based Response Generation | Sep 25, 2020 | DecoderInformativeness | CodeCode Available | 0 |
| Model-Centric and Data-Centric Aspects of Active Learning for Deep Neural Networks | Sep 22, 2020 | Active LearningInformativeness | —Unverified | 0 |
| Dialogue-adaptive Language Model Pre-training From Quality Estimation | Sep 10, 2020 | InformativenessLanguage Modeling | CodeCode Available | 0 |
| EdinburghNLP at WNUT-2020 Task 2: Leveraging Transformers with Generalized Augmentation for Identifying Informativeness in COVID-19 Tweets | Sep 6, 2020 | InformativenessTask 2 | —Unverified | 0 |
| Cost-Quality Adaptive Active Learning for Chinese Clinical Named Entity Recognition | Aug 28, 2020 | Active LearningInformativeness | —Unverified | 0 |
| On the Optimality of Vagueness: "Around", "Between", and the Gricean Maxims | Aug 26, 2020 | Informativeness | —Unverified | 0 |
| Exploit Camera Raw Data for Video Super-Resolution via Hidden Markov Model Inference | Aug 24, 2020 | InformativenessSuper-Resolution | CodeCode Available | 1 |
| Depressive, Drug Abusive, or Informative: Knowledge-aware Study of News Exposure during COVID-19 Outbreak | Jul 30, 2020 | ArticlesInformativeness | —Unverified | 0 |
| Deep Active Learning by Model Interpretability | Jul 23, 2020 | Active LearningClustering | —Unverified | 0 |
| Clustering of Social Media Messages for Humanitarian Aid Response during Crisis | Jul 23, 2020 | ClusteringDeep Learning | CodeCode Available | 0 |
| Deep Active Learning via Open Set Recognition | Jul 4, 2020 | Active LearningInformativeness | CodeCode Available | 0 |