Transfer Learning

Paper Group ANR 54

October 20, 2019

Contextual bandits with surrogate losses: Margin bounds and efficient algorithms. Anderson Acceleration for Reinforcement Learning. Impacts of Dirty Data: and Experimental Evaluation. Efficient Optimization Algorithms for Robust Principal Component Analysis and Its Variants. Beyond Weight Tying: Learning Joint Input-Output Embeddings for Neural Mac …

Paper Group ANR 6

October 20, 2019

Markov Properties of Discrete Determinantal Point Processes. Semi-Supervised Translation with MMD Networks. Two Stream 3D Semantic Scene Completion. FSNet: An Identity-Aware Generative Model for Image-based Face Swapping. Practical Issues of Action-conditioned Next Image Prediction. Convergence Rate of Block-Coordinate Maximization Burer-Monteiro M …

Paper Group ANR 66

October 20, 2019

A Neural Approach to Language Variety Translation. AI based Safety System for Employees of Manufacturing Industries in Developing Countries. Transduction with Matrix Completion Using Smoothed Rank Function. Text Summarization as Tree Transduction by Top-Down TreeLSTM. Generating Artificial Data for Private Deep Learning. Long-Term Human Motion Pred …

Paper Group ANR 68

October 20, 2019

Detailed Investigation of Deep Features with Sparse Representation and Dimensionality Reduction in CBIR: A Comparative Study. Pioneer Networks: Progressively Growing Generative Autoencoder. Piecewise Strong Convexity of Neural Networks. Gromov-Wasserstein Alignment of Word Embedding Spaces. Mathematical Analysis on Out-of-Sample Extensions. Active …

Paper Group ANR 7

October 20, 2019

Reducing over-clustering via the powered Chinese restaurant process. Deep Learning based Pedestrian Detection at Distance in Smart Cities. Overabundant Information and Learning Traps. An FPGA-Accelerated Design for Deep Learning Pedestrian Detection in Self-Driving Vehicles. On the Algebra in Boole’s Laws of Thought. Blazingly Fast Video Object Seg …

Paper Group ANR 78

October 20, 2019

Higher-order Graph Convolutional Networks. Unsupervised learning of foreground object detection. Online learning with kernel losses. Adaptation and Re-Identification Network: An Unsupervised Deep Transfer Learning Approach to Person Re-Identification. Computational Graph Approach for Detection of Composite Human Activities. AAD: Adaptive Anomaly De …

Paper Group ANR 8

October 20, 2019

Multi-task multiple kernel machines for personalized pain recognition from functional near-infrared spectroscopy brain signals. Learning to Communicate Implicitly By Actions. EIGEN: Ecologically-Inspired GENetic Approach for Neural Network Structure Searching from Scratch. Online Multi-Label Classification: A Label Compression Method. Learning Neur …

Paper Group ANR 82

October 20, 2019

Probabilistic Blocking with An Application to the Syrian Conflict. Domain transfer convolutional attribute embedding. On-Orbit Smart Camera System to Observe Illuminated and Unilluminated Space Objects. Discriminative Feature Learning with Foreground Attention for Person Re-Identification. OWLAx: A Protege Plugin to Support Ontology Axiomatization …

Paper Group ANR 91

October 20, 2019

The Influence of Down-Sampling Strategies on SVD Word Embedding Stability. Scale-invariant Feature Extraction of Neural Network and Renormalization Group Flow. An analysis of training and generalization errors in shallow and deep networks. Deep Reinforcement Learning to Acquire Navigation Skills for Wheel-Legged Robots in Complex Environments. Inte …

Paper Group ANR 94

October 20, 2019

Feature Decomposition Based Saliency Detection in Electron Cryo-Tomograms. Transfer Learning for Estimating Causal Effects using Neural Networks. Adversarial Binary Coding for Efficient Person Re-identification. Model-Free Control for Distributed Stream Data Processing using Deep Reinforcement Learning. Protecting JPEG Images Against Adversarial At …

Paper Group ANR 95

October 20, 2019

LightRel SemEval-2018 Task 7: Lightweight and Fast Relation Classification. Tag-Enhanced Tree-Structured Neural Networks for Implicit Discourse Relation Classification. Scoring Formulation for Multi-Condition Joint PLDA. Local Binary Pattern Networks. Generalizable Meta-Heuristic based on Temporal Estimation of Rewards for Large Scale Blackbox Opti …

Paper Group ANR 97

October 20, 2019

End to End Vehicle Lateral Control Using a Single Fisheye Camera. Learning Multilingual Topics from Incomparable Corpus. Classification of 12-Lead ECG Signals with Bi-directional LSTM Network. Region of Interest Detection in Dermoscopic Images for Natural Data-augmentation. Fruit and Vegetable Identification Using Machine Learning for Retail Applic …

Paper Group ANR 98

October 20, 2019

Highly Efficient 8-bit Low Precision Inference of Convolutional Neural Networks with IntelCaffe. Lightweight Adaptive Mixture of Neural and N-gram Language Models. First-order and second-order variants of the gradient descent in a unified framework. Learning to Screen for Fast Softmax Inference on Large Vocabulary Neural Networks. ActiveStereoNet: …

Paper Group AWR 167

October 20, 2019

Automatic Latent Fingerprint Segmentation. Building Damage Annotation on Post-Hurricane Satellite Imagery Based on Convolutional Neural Networks. AutoAugment: Learning Augmentation Policies from Data. Using phase instead of optical flow for action recognition. Human Motion Capture Using a Drone. Larger Norm More Transferable: An Adaptive Feature No …

Paper Group AWR 172

October 20, 2019

CFUN: Combining Faster R-CNN and U-net Network for Efficient Whole Heart Segmentation. Generating Multi-Categorical Samples with Generative Adversarial Networks. Pixel2Mesh: Generating 3D Mesh Models from Single RGB Images. 3D human pose estimation in video with temporal convolutions and semi-supervised training. ReCoNet: Real-time Coherent Video S …

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 180

October 20, 2019

Investigating Speech Features for Continuous Turn-Taking Prediction Using LSTMs. A Cross-Architecture Instruction Embedding Model for Natural Language Processing-Inspired Binary Code Analysis. On Visual Hallmarks of Robustness to Adversarial Malware. Copy the Old or Paint Anew? An Adversarial Framework for (non-) Parametric Image Stylization. Utili …

Paper Group AWR 182

October 20, 2019

Calibrated Prediction Intervals for Neural Network Regressors. CompNet: Complementary Segmentation Network for Brain MRI Extraction. Geo-Supervised Visual Depth Prediction. Parameter Transfer Extreme Learning Machine based on Projective Model. Bio-inspired digit recognition using reward-modulated spike-timing-dependent plasticity in deep convolutio …

Paper Group AWR 191

October 20, 2019

Random Warping Series: A Random Features Method for Time-Series Embedding. ClusterGAN : Latent Space Clustering in Generative Adversarial Networks. Textual Analogy Parsing: What’s Shared and What’s Compared among Analogous Facts. Generalization and Regularization in DQN. Temporal Difference Variational Auto-Encoder. Learning Plannable Representatio …

Paper Group AWR 192

October 20, 2019

Backpropagation for Implicit Spectral Densities. Pseudo-Bayesian Learning with Kernel Fourier Transform as Prior. ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models. HoloFace: Augmenting Human-to-Human Interactions on HoloLens. CBAM: Convolutional Block Attention Module. IGCV3: Interleaved Low- …

Paper Group AWR 198

October 20, 2019

Dirichlet belief networks for topic structure learning. Confidence from Invariance to Image Transformations. PyText: A Seamless Path from NLP research to production. Solving Jigsaw Puzzles By the Graph Connection Laplacian. Revisiting Video Saliency: A Large-scale Benchmark and a New Model. Attention Based Fully Convolutional Network for Speech Emo …

Paper Group AWR 201

October 20, 2019

Learning Heuristics for Quantified Boolean Formulas through Deep Reinforcement Learning. Unsupervised Attention-guided Image to Image Translation. Semantic Edge Detection with Diverse Deep Supervision. Zero-Shot Sketch-Image Hashing. Three Birds One Stone: A General Architecture for Salient Object Segmentation, Edge Detection and Skeleton Extractio …

Paper Group AWR 205

October 20, 2019

Trained Rank Pruning for Efficient Deep Neural Networks. An Unsupervised Learning Model for Deformable Medical Image Registration. Did the Model Understand the Question?. Identifying Well-formed Natural Language Questions. A Comprehensive Analysis of Deep Regression. Multispectral Pedestrian Detection via Simultaneous Detection and Segmentation. Mu …

Paper Group AWR 206

October 20, 2019

Contextualize, Show and Tell: A Neural Visual Storyteller. A Binary Optimization Approach for Constrained K-Means Clustering. Accelerated Inference in Markov Random Fields via Smooth Riemannian Optimization. Instance-level Human Parsing via Part Grouping Network. Efficient Dependency-Guided Named Entity Recognition. Scalable Importance Tempering an …

Paper Group AWR 207

October 20, 2019

Self-Imitation Learning. Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples. Cross-Target Stance Classification with Self-Attention Networks. Appendix - Recommended Statistical Significance Tests for NLP Tasks. Abstractive Summarization of Reddit Posts with Multi-level Memory Networks. Semantic Human …

Paper Group AWR 210

October 20, 2019

Deep Generative Models for Distribution-Preserving Lossy Compression. Bayesian Deep Learning on a Quantum Computer. TAP-DLND 1.0 : A Corpus for Document Level Novelty Detection. Deep Convolutional AutoEncoder-based Lossy Image Compression. Feature Distillation: DNN-Oriented JPEG Compression Against Adversarial Examples. Conditional Probability Mode …

Paper Group AWR 211

October 20, 2019

Poison Frogs! Targeted Clean-Label Poisoning Attacks on Neural Networks. Tensor field networks: Rotation- and translation-equivariant neural networks for 3D point clouds. Personalizing Dialogue Agents: I have a dog, do you have pets too?. On the Evaluation of Semantic Phenomena in Neural Machine Translation Using Natural Language Inference. Whiteni …

Paper Group AWR 213

October 20, 2019

Dual CNN Models for Unsupervised Monocular Depth Estimation. StereoNet: Guided Hierarchical Refinement for Real-Time Edge-Aware Depth Prediction. MVDepthNet: Real-time Multiview Depth Estimation Neural Network. Boosting Binary Optimization via Binary Classification: A Case Study of Job Shop Scheduling. A Recurrent Neural Network for Sentiment Quant …