Unsupervised Representation Learning

Paper Group AWR 31

October 21, 2019

Automated Treatment Planning in Radiation Therapy using Generative Adversarial Networks. Stochastic Chebyshev Gradient Descent for Spectral Optimization. Trust Region Based Adversarial Attack on Neural Networks. Quantifying the amount of visual information used by neural caption generators. Predicting Future Instance Segmentation by Forecasting Con …

Paper Group AWR 36

October 21, 2019

Hate Lingo: A Target-based Linguistic Analysis of Hate Speech in Social Media. Kernel Exponential Family Estimation via Doubly Dual Embedding. Compact Generalized Non-local Network. Multi-Task Graph Autoencoders. HyperAdam: A Learnable Task-Adaptive Adam for Network Training. Towards Exploiting Background Knowledge for Building Conversation Systems …

Paper Group AWR 45

October 21, 2019

FastDeRain: A Novel Video Rain Streak Removal Method Using Directional Gradient Priors. Large scale evaluation of local image feature detectors on homography datasets. A generic framework for privacy preserving deep learning. Building Generalizable Agents with a Realistic and Rich 3D Environment. Negative Update Intervals in Deep Multi-Agent Reinfo …

Paper Group AWR 56

October 21, 2019

Leveraging Contact Forces for Learning to Grasp. Ordered Preference Elicitation Strategies for Supporting Multi-Objective Decision Making. GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism. Multi-Stage Reinforcement Learning For Object Detection. Opinion Dynamics with Varying Susceptibility to Persuasion. Deep Inverse Op …

Paper Group AWR 81

October 21, 2019

Noise2Noise: Learning Image Restoration without Clean Data. Semi-Supervised Sequence Modeling with Cross-View Training. GPSP: Graph Partition and Space Projection based Approach for Heterogeneous Network Embedding. Learning Deep Features for One-Class Classification. The Limitations of Cross-language Word Embeddings Evaluation. Markov Game Modeling …

Paper Group ANR 20

October 20, 2019

Optimization of a SSP’s Header Bidding Strategy using Thompson Sampling. Backplay: “Man muss immer umkehren”. Smart Novel Computer-based Analytical Tool for Image Forgery Authentication. Synchronisation of Partial Multi-Matchings via Non-negative Factorisations. Matching Natural Language Sentences with Hierarchical Sentence Factorization. Unsupervi …

Paper Group AWR 173

October 20, 2019

Residual Dense Network for Image Restoration. Change Detection in Graph Streams by Learning Graph Embeddings on Constant-Curvature Manifolds. textTOvec: Deep Contextualized Neural Autoregressive Topic Models of Language with Distributed Compositional Prior. Document Informed Neural Autoregressive Topic Models with Distributional Prior. Deep Neural …

Paper Group AWR 175

October 20, 2019

Practical Deep Reinforcement Learning Approach for Stock Trading. What’s in a Domain? Learning Domain-Robust Text Representations using Adversarial Training. Visual Reinforcement Learning with Imagined Goals. An empirical study on evaluation metrics of generative adversarial networks. Exploiting Deep Representations for Neural Machine Translation. …

Paper Group AWR 216

October 20, 2019

Pattern Search Multidimensional Scaling. Towards Universal Dialogue State Tracking. A Mixed Hierarchical Attention based Encoder-Decoder Approach for Standard Table Summarization. Fair and Diverse DPP-based Data Summarization. Localized Structured Prediction. Bayesian QuickNAT: Model Uncertainty in Deep Whole-Brain Segmentation for Structure-wise Q …

Paper Group AWR 249

October 20, 2019

jLDADMM: A Java package for the LDA and DMM topic models. Stochastic Gradient MCMC with Repulsive Forces. Informed MCMC with Bayesian Neural Networks for Facial Image Analysis. Synthetic Lung Nodule 3D Image Generation Using Autoencoders. Synthesizing Neural Network Controllers with Probabilistic Model based Reinforcement Learning. Dual Asymmetric …

Paper Group AWR 255

October 20, 2019

With Friends Like These, Who Needs Adversaries?. Local Gradients Smoothing: Defense against localized adversarial attacks. Unsupervised Sense-Aware Hypernymy Extraction. Task Agnostic Continual Learning Using Online Variational Bayes. Knowledge Distillation with Adversarial Samples Supporting Decision Boundary. Autoconj: Recognizing and Exploiting …

Paper Group AWR 313

October 20, 2019

Online Planner Selection with Graph Neural Networks and Adaptive Scheduling. Learning to Learn from Noisy Labeled Data. Robustness of Quantum-Enhanced Adaptive Phase Estimation. Motion Planning Among Dynamic, Decision-Making Agents with Deep Reinforcement Learning. JointGAN: Multi-Domain Joint Distribution Learning with Generative Adversarial Nets. …

Paper Group AWR 348

October 20, 2019

Towards High Resolution Video Generation with Progressive Growing of Sliced Wasserstein GANs. Unsupervised Representation Learning by Predicting Image Rotations. Simultaneous Edge Alignment and Learning. RepMet: Representative-based metric learning for classification and one-shot object detection. Deep Learning using Rectified Linear Units (ReLU). …

Paper Group ANR 146

October 19, 2019

Improved Predictive Models for Acute Kidney Injury with IDEAs: Intraoperative Data Embedded Analytics. Train on Validation: Squeezing the Data Lemon. Adversarial Training for Community Question Answer Selection Based on Multi-scale Matching. An Overview of Blockchain Integration with Robotics and Artificial Intelligence. A particle-based variationa …

Paper Group ANR 162

October 19, 2019

A Summary of Adaptation of Techniques from Search-based Optimal Multi-Agent Path Finding Solvers to Compilation-based Approach. Automatic Generation of Language-Independent Features for Cross-Lingual Classification. Development of ICA and IVA Algorithms with Application to Medical Image Analysis. Improving Clinical Predictions through Unsupervised …

Paper Group ANR 184

October 19, 2019

Sleep-deprived Fatigue Pattern Analysis using Large-Scale Selfies from Social Med. Late Fusion of Local Indexing and Deep Feature Scores for Fast Image-to-Video Search on Large-Scale Databases. Deeply Self-Supervised Contour Embedded Neural Network Applied to Liver Segmentation. Imperfect Segmentation Labels: How Much Do They Matter?. Organ at Risk …

Paper Group ANR 305

October 19, 2019

Moment Matching for Multi-Source Domain Adaptation. On Oracle-Efficient PAC RL with Rich Observations. Deep Neural Maps. Memory-Augmented Neural Networks for Predictive Process Analytics. Field-Programmable Deep Neural Network (DNN) Learning and Inference accelerator: a concept. Multilayered Model of Speech. Efficient Distributed Hessian Free Algor …

Paper Group ANR 312

October 19, 2019

Real-time Surgical Tools Recognition in Total Knee Arthroplasty Using Deep Neural Networks. Learning Restricted Boltzmann Machines via Influence Maximization. Semantic embeddings for program behavior patterns. Resource allocation under uncertainty: an algebraic and qualitative treatment. Selective Sampling and Mixture Models in Generative Adversari …

Paper Group ANR 416

October 18, 2019

Pieces of Eight: 8-bit Neural Machine Translation. In situ TensorView: In situ Visualization of Convolutional Neural Networks. Semi-Metrification of the Dynamic Time Warping Distance. Representation Learning by Reconstructing Neighborhoods. Blended Coarse Gradient Descent for Full Quantization of Deep Neural Networks. Deep Stereo Matching with Expl …

Paper Group ANR 435

October 18, 2019

Automated Process Incorporating Machine Learning Segmentation and Correlation of Oral Diseases with Systemic Health. A High GOPs/Slice Time Series Classifier for Portable and Embedded Biomedical Applications. PPFNet: Global Context Aware Local Features for Robust 3D Point Matching. OpenSeqSLAM2.0: An Open Source Toolbox for Visual Place Recognition …

Paper Group ANR 523

October 18, 2019

A Deep Reinforced Sequence-to-Set Model for Multi-Label Text Classification. Searching with Consistent Prioritization for Multi-Agent Path Finding. Distributed Cartesian Power Graph Segmentation for Graphon Estimation. Autonomous Functional Locomotion in a Tendon-Driven Limb via Limited Experience. BAN: Focusing on Boundary Context for Object Detec …

Paper Group ANR 658

October 18, 2019

Neural Network Interpretation via Fine Grained Textual Summarization. DeepMag: Source Specific Motion Magnification Using Gradient Ascent. Image Correction via Deep Reciprocating HDR Transformation. The Interplay between Lexical Resources and Natural Language Processing. Revisiting Dilated Convolution: A Simple Approach for Weakly- and Semi- Superv …

Paper Group ANR 759

October 17, 2019

ActiveRemediation: The Search for Lead Pipes in Flint, Michigan. Bringing Order to the Cognitive Fallacy Zoo. Future Semantic Segmentation with Convolutional LSTM. Predictive Learning on Hidden Tree-Structured Ising Models. Towards Human-Machine Cooperation: Self-supervised Sample Mining for Object Detection. Feature Selection for Unsupervised Doma …

Paper Group ANR 940

October 17, 2019

Sequence-based Person Attribute Recognition with Joint CTC-Attention Model. Gaussian process classification using posterior linearisation. Bias Mitigation Post-processing for Individual and Group Fairness. Localization-Aware Active Learning for Object Detection. Singular Value Decomposition of Operators on Reproducing Kernel Hilbert Spaces. Multiba …

Paper Group ANR 1054

October 16, 2019

A Spectral View of Adversarially Robust Features. cpSGD: Communication-efficient and differentially-private distributed SGD. Driving maneuvers prediction based on cognition-driven and data-driven method. Unsupervised Pathology Image Segmentation Using Representation Learning with Spherical K-means. Tight Dimension Independent Lower Bound on the Exp …

Paper Group ANR 1109

October 16, 2019

Detecting Adversarial Samples for Deep Neural Networks through Mutation Testing. Medical Images Analysis in Cancer Diagnostic. Limits on representing Boolean functions by linear combinations of simple functions: thresholds, ReLUs, and low-degree polynomials. Towards Non-Parametric Learning to Rank. Bag-of-Visual-Words for Signature-Based Multi-Scri …

Paper Group ANR 1124

October 16, 2019

Lazy Modeling of Variants of Token Swapping Problem and Multi-agent Path Finding through Combination of Satisfiability Modulo Theories and Conflict-based Search. VideoCapsuleNet: A Simplified Network for Action Detection. Active Learning with Logged Data. Multi-Sensor Integration for Indoor 3D Reconstruction. Assigning a Grade: Accurate Measurement …

Paper Group ANR 1146

October 16, 2019

Modeling human intuitions about liquid flow with particle-based simulation. A Semi-Markov Chain Approach to Modeling Respiratory Patterns Prior to Extubation in Preterm Infants. A Survey of Mobile Computing for the Visually Impaired. Towards Understanding and Answering Multi-Sentence Recommendation Questions on Tourism. Deja Vu: Motion Prediction i …