Unsupervised Representation Learning

Paper Group AWR 157

February 1, 2020

Context Attentive Document Ranking and Query Suggestion. Hyperpixel Flow: Semantic Correspondence with Multi-layer Neural Features. Remote Sensor Design for Visual Recognition with Convolutional Neural Networks. LeagueAI: Improving object detector performance and flexibility through automatically generated training data and domain randomization. St …

Paper Group AWR 201

February 1, 2020

Train, Sort, Explain: Learning to Diagnose Translation Models. A Context-Aware Citation Recommendation Model with BERT and Graph Convolutional Networks. Black-Box Adversarial Attack with Transferable Model-based Embedding. Loss Aware Post-training Quantization. Relation Distillation Networks for Video Object Detection. PyRep: Bringing V-REP to Deep …

Paper Group AWR 292

February 1, 2020

Equi-normalization of Neural Networks. Complementary-Similarity Learning using Quadruplet Network. Automated shapeshifting for function recovery in damaged robots. Improving Multi-Task Deep Neural Networks via Knowledge Distillation for Natural Language Understanding. Patient Knowledge Distillation for BERT Model Compression. Detecting the Unexpect …

Paper Group AWR 302

February 1, 2020

Catalyst.RL: A Distributed Framework for Reproducible RL Research. MaskGAN: Towards Diverse and Interactive Facial Image Manipulation. TF-Replicator: Distributed Machine Learning for Researchers. Class-Balanced Loss Based on Effective Number of Samples. PR Product: A Substitute for Inner Product in Neural Networks. Factored Latent-Dynamic Condition …

Paper Group AWR 309

February 1, 2020

Cross View Fusion for 3D Human Pose Estimation. Blind Super-Resolution Kernel Estimation using an Internal-GAN. TabNet: Attentive Interpretable Tabular Learning. Large-scale Landmark Retrieval/Recognition under a Noisy and Diverse Dataset. Handheld Multi-Frame Super-Resolution. A Deep Learning System for Predicting Size and Fit in Fashion E-Commerc …

Paper Group AWR 353

February 1, 2020

Efficient Representation Learning Using Random Walks for Dynamic Graphs. SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization. NorNE: Annotating Named Entities for Norwegian. SimVODIS: Simultaneous Visual Odometry, Object Detection, and Instance Segmentation. Learning from Multi …

Paper Group AWR 406

January 31, 2020

KLT Picker: Particle Picking Using Data-Driven Optimal Templates. ALET (Automated Labeling of Equipment and Tools): A Dataset, a Baseline and a Usecase for Tool Detection in the Wild. Towards Compact ConvNets via Structure-Sparsity Regularized Filter Pruning. Learning Robust Options by Conditional Value at Risk Optimization. End-to-end Named Entity …

Paper Group AWR 443

January 31, 2020

Galaxy Zoo: Probabilistic Morphology through Bayesian CNNs and Active Learning. Fence GAN: Towards Better Anomaly Detection. The Mathematics of Text Structure. Deep Active Learning for Axon-Myelin Segmentation on Histology Data. On the effect of age perception biases for real age regression. Efficient Saliency Maps for Explainable AI. Fooling Neura …

Paper Group AWR 451

January 31, 2020

A Failure of Aspect Sentiment Classifiers and an Adaptive Re-weighting Solution. Memory-efficient and fast implementation of local adaptive binarization methods. Automatic Pulmonary Lobe Segmentation Using Deep Learning. Conf-Net: Toward High-Confidence Dense 3D Point-Cloud with Error-Map Prediction. Efficient Project Gradient Descent for Ensemble …

Paper Group ANR 227

January 30, 2020

Curiosity-driven Reinforcement Learning for Diverse Visual Paragraph Generation. Distributed Equivalent Substitution Training for Large-Scale Recommender Systems. Topic Augmented Generator for Abstractive Summarization. A robust method based on LOVO functions for solving least squares problems. Fast Color Constancy with Patch-wise Bright Pixels. Me …

Paper Group ANR 228

January 30, 2020

Thinking Outside the Box: Generation of Unconstrained 3D Room Layouts. Unsupervised Representation Learning by Discovering Reliable Image Relations. Leveraging Knowledge Bases in LSTMs for Improving Machine Reading. Face Behavior à la carte: Expressions, Affect and Action Units in a Single Network. eSports Pro-Players Behavior During the Game Event …

Paper Group ANR 290

January 30, 2020

Incremental Online Spoken Language Understanding. Iterative Delexicalization for Improved Spoken Language Understanding. A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification. A Taxonomy of Channel Pruning Signals in CNNs. Energy-Aware Analog Aggregation for Federated Learning with Redundant Data. LivDet in Action - Fi …

Paper Group ANR 606

January 29, 2020

Toward Filament Segmentation Using Deep Neural Networks. Online Learning in Planar Pushing with Combined Prediction Model. NLVR2 Visual Bias Analysis. Convergence to minima for the continuous version of Backtracking Gradient Descent. Local Geometric Indexing of High Resolution Data for Facial Reconstruction from Sparse Markers. AI and Holistic Revi …

Paper Group ANR 639

January 29, 2020

Influence of Pointing on Learning to Count: A Neuro-Robotics Model. A Linearly Constrained Nonparametric Framework for Imitation Learning. Driver Distraction Identification with an Ensemble of Convolutional Neural Networks. Improving Human Annotation in Single Object Tracking. Correlation Priors for Reinforcement Learning. Modeling German Verb Argu …

Paper Group ANR 644

January 29, 2020

Maximum Likelihood Estimation for Learning Populations of Parameters. UDS–DFKI Submission to the WMT2019 Similar Language Translation Shared Task. Graph Matching Networks for Learning the Similarity of Graph Structured Objects. Unsupervised Multi-Document Opinion Summarization as Copycat-Review Generation. Learning Key-Value Store Design. Online E …

Paper Group ANR 673

January 29, 2020

Machine Learning in/for Blockchain: Future and Challenges. Adversarial Learning with Contextual Embeddings for Zero-resource Cross-lingual Classification and NER. Learning stochastic differential equations using RNN with log signature features. Multi-atlas image registration of clinical data with automated quality assessment using ventricle segment …

Paper Group ANR 729

January 29, 2020

Tracing State-Level Obesity Prevalence from Sentence Embeddings of Tweets: A Feasibility Study. Domain Agnostic Feature Learning for Image and Video Based Face Anti-spoofing. Learning from Irregularly Sampled Data for Endomicroscopy Super-resolution: A Comparative Study of Sparse and Dense Approaches. A new approach to forecast service parts demand …

Paper Group ANR 783

January 28, 2020

Deep Adversarial Belief Networks. Data Augmentation for Deep Learning-based Radio Modulation Classification. Agent Modeling as Auxiliary Task for Deep Reinforcement Learning. Direct Automatic Coronary Calcium Scoring in Cardiac and Chest CT. Explaining Sequence-Level Knowledge Distillation as Data-Augmentation for Neural Machine Translation. Wideni …

Paper Group ANR 788

January 28, 2020

Learning to Infer User Interface Attributes from Images. VITAL: A Visual Interpretation on Text with Adversarial Learning for Image Labeling. FontGAN: A Unified Generative Framework for Chinese Character Stylization and De-stylization. A New Framework for Query Efficient Active Imitation Learning. Towards Shape Biased Unsupervised Representation Le …

Paper Group ANR 847

January 28, 2020

Fully-automatic segmentation of kidneys in clinical ultrasound images using a boundary distance regression network. Problem Dependent Reinforcement Learning Bounds Which Can Identify Bandit Structure in MDPs. A hybrid text normalization system using multi-head self-attention for mandarin. Cross-Domain Image Manipulation by Demonstration. A Theoreti …

Paper Group ANR 872

January 28, 2020

Neuroscience-inspired online unsupervised learning algorithms. Deep geometric knowledge distillation with graphs. Robust contrastive learning and nonlinear ICA in the presence of outliers. Privacy-Preserving Tensor Factorization for Collaborative Health Data Analysis. Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window …

Paper Group ANR 893

January 28, 2020

Single MR Image Super-Resolution via Channel Splitting and Serial Fusion Network. Learning a Deep Convolution Network with Turing Test Adversaries for Microscopy Image Super Resolution. Combined State and Parameter Estimation in Level-Set Methods. Multi-Task Ordinal Regression for Jointly Predicting the Trustworthiness and the Leading Political Ide …

Paper Group ANR 954

January 28, 2020

Affine Disentangled GAN for Interpretable and Robust AV Perception. Learning Scalable and Precise Representation of Program Semantics. Deep Ordinal Reinforcement Learning. Scalable Influence Estimation Without Sampling. Site-specific graph neural network for predicting protonation energy of oxygenate molecules. InfoGraph: Unsupervised and Semi-supe …

Paper Group ANR 1095

January 27, 2020

Recent Advances in Deep Learning for Object Detection. Vision-to-Language Tasks Based on Attributes and Attention Mechanism. HA-CCN: Hierarchical Attention-based Crowd Counting Network. Learn to Compress CSI and Allocate Resources in Vehicular Networks. Multimodal Transformer with Multi-View Visual Representation for Image Captioning. Dialogue Act …

Paper Group ANR 1143

January 27, 2020

DAL – A Deep Depth-aware Long-term Tracker. Score and Lyrics-Free Singing Voice Generation. Neural networks-based backward scheme for fully nonlinear PDEs. A First-Order Algorithmic Framework for Wasserstein Distributionally Robust Logistic Regression. Unsupervised Representation Learning for Gaze Estimation. 360 Panorama Synthesis from a Sparse S …

Paper Group ANR 1260

January 27, 2020

RoboNet: Large-Scale Multi-Robot Learning. Robust Tensor Recovery with Fiber Outliers for Traffic Events. Probabilistic Successor Representations with Kalman Temporal Differences. A Heuristic Algorithm for the Fabric Spreading and Cutting Problem in Apparel Factories. Reluctant generalized additive modeling. Particle swarm optimization model to pre …

Paper Group ANR 1274

January 27, 2020

Wasserstein Dependency Measure for Representation Learning. BEHRT: Transformer for Electronic Health Records. Acquisition of Inflectional Morphology in Artificial Neural Networks With Prior Knowledge. Unbabel’s Submission to the WMT2019 APE Shared Task: BERT-based Encoder-Decoder for Automatic Post-Editing. Mixed-Integer Optimization Approach to Le …

Paper Group ANR 1434

January 26, 2020

A multiscale Laplacian of Gaussian (LoG) filtering approach to pulmonary nodule detection from whole-lung CT scans. Transition-Based Deep Input Linearization. Neural Aspect and Opinion Term Extraction with Mined Rules as Weak Supervision. Interactive Language Learning by Question Answering. City-level Geolocation of Tweets for Real-time Visual Anal …