Quantization

Paper Group ANR 410

October 18, 2019

Can VAEs Generate Novel Examples?. Towards end-to-end spoken language understanding. Fine Tuning Method by using Knowledge Acquisition from Deep Belief Network. Adaptive Sensing for Learning Nonstationary Environment Models. Characterizing Adversarial Examples Based on Spatial Consistency Information for Semantic Segmentation. Preparing Bengali-Eng …

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 417

October 18, 2019

Streaming Network Embedding through Local Actions. VLocNet++: Deep Multitask Learning for Semantic Visual Localization and Odometry. Generalization and Expressivity for Deep Nets. Long-term Visual Localization using Semantically Segmented Images. Orthogonal Policy Gradient and Autonomous Driving Application. Robustness Meets Deep Learning: An End-t …

Paper Group ANR 421

October 18, 2019

Interactive Cognitive Assessment Tools: A Case Study on Digital Pens for the Clinical Assessment of Dementia. Automated Fact Checking: Task formulations, methods and future directions. Causal Inference by String Diagram Surgery. Estimating Causal Effects With Partial Covariates For Clinical Interpretability. Non-asymptotic bounds for sampling algor …

Paper Group ANR 429

October 18, 2019

French Word Recognition through a Quick Survey on Recurrent Neural Networks Using Long-Short Term Memory RNN-LSTM. Learning sparse relational transition models. Learning One-hidden-layer ReLU Networks via Gradient Descent. Memetic Graph Clustering. Effective Quantization Approaches for Recurrent Neural Networks. Online learning with feedback graphs …

Paper Group ANR 458

October 18, 2019

Concept-Oriented Deep Learning. Robust multivariate and functional archetypal analysis with application to financial time series analysis. A Short Survey of Topological Data Analysis in Time Series and Systems Analysis. Long-term Tracking in the Wild: A Benchmark. Mind Your POV: Convergence of Articles and Editors Towards Wikipedia’s Neutrality Nor …

Paper Group ANR 463

October 18, 2019

Mode Variational LSTM Robust to Unseen Modes of Variation: Application to Facial Expression Recognition. Black-Box Autoregressive Density Estimation for State-Space Models. Finite Mixture Model of Nonparametric Density Estimation using Sampling Importance Resampling for Persistence Landscape. Learning what you can do before doing anything. Real-tim …

Paper Group ANR 472

October 18, 2019

Bridgeout: stochastic bridge regularization for deep neural networks. Web Applicable Computer-aided Diagnosis of Glaucoma Using Deep Learning. Robust Adaptive Median Binary Pattern for noisy texture classification and retrieval. Double Deep Q-Learning for Optimal Execution. Memory Warps for Learning Long-Term Online Video Representations. Multi-Vie …

Paper Group ANR 473

October 18, 2019

Classification of lung nodules in CT images based on Wasserstein distance in differential geometry. Graph Laplacian mixture model. Learning Concept Abstractness Using Weak Supervision. From Selective Deep Convolutional Features to Compact Binary Representations for Image Retrieval. Deep neural networks algorithms for stochastic control problems on …

Paper Group ANR 475

October 18, 2019

Envy-Free Classification. Enhancing Gaussian Estimation of Distribution Algorithm by Exploiting Evolution Direction with Archive. Generative Adversarial Privacy. Same Representation, Different Attentions: Shareable Sentence Representation Learning from Multiple Tasks. Learning Scheduling Algorithms for Data Processing Clusters. Towards a Fatality-A …

Paper Group ANR 504

October 18, 2019

Image Super-Resolution via Deterministic-Stochastic Synthesis and Local Statistical Rectification. Towards an understanding of CNNs: analysing the recovery of activation pathways via Deep Convolutional Sparse Coding. Deep MR Image Super-Resolution Using Structural Priors. Sequence-based Multi-lingual Low Resource Speech Recognition. Learning Optima …

Paper Group ANR 505

October 18, 2019

Deep Loopy Neural Network Model for Graph Structured Data Representation Learning. Beyond “How may I help you?": Assisting Customer Service Agents with Proactive Responses. JobComposer: Career Path Optimization via Multicriteria Utility Learning. Dynamics and Reachability of Learning Tasks. Learning Robust Representations for Automatic Target Recog …

Paper Group ANR 507

October 18, 2019

A Hitchhiker’s Guide On Distributed Training of Deep Neural Networks. Pixel-level Reconstruction and Classification for Noisy Handwritten Bangla Characters. Transfer Learning for Clinical Time Series Analysis using Recurrent Neural Networks. Deep Learning Based Instance Segmentation in 3D Biomedical Images Using Weak Annotation. Towards Automatic S …

Paper Group ANR 508

October 18, 2019

On the Complexity and Typology of Inflectional Morphological Systems. Scale Space Approximation in Convolutional Neural Networks for Retinal Vessel Segmentation. Liver Segmentation in Abdominal CT Images by Adaptive 3D Region Growing. Monte Carlo Information Geometry: The dually flat case. Precision Highway for Ultra Low-Precision Quantization. Alt …

Paper Group ANR 510

October 18, 2019

A Pseudo Multi-Exposure Fusion Method Using Single Image. Number Sequence Prediction Problems for Evaluating Computational Powers of Neural Networks. On the Needs for Rotations in Hypercubic Quantization Hashing. Modeling Activity Tracker Data Using Deep Boltzmann Machines. Discrete Sampling using Semigradient-based Product Mixtures. Co-Creative Le …

Paper Group ANR 518

October 18, 2019

Human Iris Recognition in Post-mortem Subjects: Study and Database. Entropy-Constrained Training of Deep Neural Networks. Deep Neural Network Compression for Aircraft Collision Avoidance Systems. QUENN: QUantization Engine for low-power Neural Networks. Towards increased trustworthiness of deep learning segmentation methods on cardiac MRI. Filter D …

Paper Group ANR 519

October 18, 2019

A Roadmap for Robust End-to-End Alignment. A novel improved fuzzy support vector machine based stock price trend forecast model. Exploring Sentence Vector Spaces through Automatic Summarization. MQGrad: Reinforcement Learning of Gradient Quantization in Parameter Server. Simulated Tempering Langevin Monte Carlo II: An Improved Proof using Soft Mark …

Paper Group ANR 531

October 18, 2019

Deep-learning models improve on community-level diagnosis for common congenital heart disease lesions. Determination of Digital Straight Segments Using the Slope. A Data-Efficient Approach to Precise and Controlled Pushing. A New De-blurring Technique for License Plate Images with Robust Length Estimation. The Mean-Field Approximation: Information …

Paper Group ANR 547

October 18, 2019

Honey Authentication with Machine Learning Augmented Bright-Field Microscopy. Distribution Networks for Open Set Learning. Learning Light Field Reconstruction from a Single Coded Image. TextNet: Irregular Text Reading from Images with an End-to-End Trainable Network. The Laplacian in RL: Learning Representations with Efficient Approximations. 3D Sc …

Paper Group ANR 550

October 18, 2019

Escaping from Collapsing Modes in a Constrained Space. Area-preserving mapping of 3D ultrasound carotid artery images using density-equalizing reference map. Cooperative Starting Movement Detection of Cyclists Using Convolutional Neural Networks and a Boosted Stacking Ensemble. Deep saliency: What is learnt by a deep network about saliency?. Deep f …

Paper Group ANR 552

October 18, 2019

ClosNets: a Priori Sparse Topologies for Faster DNN Training. Superconducting Optoelectronic Neurons II: Receiver Circuits. The SEN1-2 Dataset for Deep Learning in SAR-Optical Data Fusion. A Deep Learning Framework for Unsupervised Affine and Deformable Image Registration. Cross-dataset Person Re-Identification Using Similarity Preserved Generative …

Paper Group ANR 564

October 18, 2019

EENMF: An End-to-End Neural Matching Framework for E-Commerce Sponsored Search. Power-Grid Controller Anomaly Detection with Enhanced Temporal Deep Learning. Saliency Map Estimation for Omni-Directional Image Considering Prior Distributions. Controlling Decoding for More Abstractive Summaries with Copy-Based Networks. PACT: Parameterized Clipping A …

Paper Group ANR 568

October 18, 2019

Fairness Without Demographics in Repeated Loss Minimization. Joint Ground and Aerial Package Delivery Services: A Stochastic Optimization Approach. Sturm: Sparse Tubal-Regularized Multilinear Regression for fMRI. LeukoNet: DCT-based CNN architecture for the classification of normal versus Leukemic blasts in B-ALL Cancer. Two-stage iterative Procrus …

Paper Group ANR 575

October 18, 2019

Quantifying the Influences on Probabilistic Wind Power Forecasts. Learning Vine Copula Models For Synthetic Data Generation. Meta-learning autoencoders for few-shot prediction. Deep Signal Recovery with One-Bit Quantization. Efficient and Effective Quantum Compiling for Entanglement-based Machine Learning on IBM Q Devices. A Text Analysis of Federa …

Paper Group ANR 592

October 18, 2019

Pathwise Derivatives Beyond the Reparameterization Trick. Dense Multi-path U-Net for Ischemic Stroke Lesion Segmentation in Multiple Image Modalities. Injective State-Image Mapping facilitates Visual Adversarial Imitation Learning. The Convergence of Sparsified Gradient Methods. Magnetic Resonance Spectroscopy Quantification using Deep Learning. On …

Paper Group ANR 593

October 18, 2019

Expected Policy Gradients for Reinforcement Learning. Early Start Intention Detection of Cyclists Using Motion History Images and a Deep Residual Network. Adaptive Transfer Learning in Deep Neural Networks: Wind Power Prediction using Knowledge Transfer from Region to Region and Between Different Task Domains. Stochastic Second-order Methods for No …

Paper Group ANR 596

October 18, 2019

Real-valued parametric conditioning of an RNN for interactive sound synthesis. Online Learning Algorithms for Statistical Arbitrage. Generalized Logical Operations among Conditional Events. Waveform to Single Sinusoid Regression to Estimate the F0 Contour from Noisy Speech Using Recurrent Deep Neural Networks. A Review on The Use of Deep Learning i …

Paper Group ANR 620

October 18, 2019

Metabolize Neural Network. Dependent Gated Reading for Cloze-Style Question Answering. Table-to-Text: Describing Table Region with Natural Language. Probabilistic Class-Specific Discriminant Analysis. Object Relation Detection Based on One-shot Learning. A survey on policy search algorithms for learning robot controllers in a handful of trials. Met …