Quantization

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 AWR 169

October 20, 2019

Independently Recurrent Neural Network (IndRNN): Building A Longer and Deeper RNN. Zero-Shot Detection. The Music Streaming Sessions Dataset. Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker Verification. Network Uncertainty Informed Semantic Feature Selection for Visual SLAM. Sof …

Paper Group AWR 170

October 20, 2019

Glioma Segmentation with Cascaded Unet. Recovering affine features from orientation- and scale-invariant ones. PDE-Net 2.0: Learning PDEs from Data with A Numeric-Symbolic Hybrid Deep Network. Multi-Agent Generative Adversarial Imitation Learning. HAQ: Hardware-Aware Automated Quantization with Mixed Precision. Automatically Composing Representatio …

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 187

October 20, 2019

Cross-layer Optimization for High Speed Adders: A Pareto Driven Machine Learning Approach. B-DCGAN:Evaluation of Binarized DCGAN for FPGA. Automatic Classification of Music Genre using Masked Conditional Neural Networks. Deep Interest Evolution Network for Click-Through Rate Prediction. Gaussian Process Classification for Variable Fidelity Data. Mo …

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 197

October 20, 2019

Learning Attraction Field Representation for Robust Line Segment Detection. Malaria Detection Using Image Processing and Machine Learning. Deeply learning molecular structure-property relationships using attention- and gate-augmented graph convolutional network. DeepDTA: Deep Drug-Target Binding Affinity Prediction. High-dimension Tensor Completion …

Paper Group AWR 199

October 20, 2019

Multivariate LSTM-FCNs for Time Series Classification. FasTer: Fast Tensor Completion with Nonconvex Regularization. Disentangled Representation Learning for Non-Parallel Text Style Transfer. Expert identification of visual primitives used by CNNs during mammogram classification. Financial Trading as a Game: A Deep Reinforcement Learning Approach. …

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 209

October 20, 2019

SBNet: Sparse Blocks Network for Fast Inference. Learning Controllable Fair Representations. Nonlinear Acceleration of CNNs. Adversarially Learned One-Class Classifier for Novelty Detection. Polynomial Regression As an Alternative to Neural Nets. Adaptive Scenario Discovery for Crowd Counting. Detecting Gang-Involved Escalation on Social Media Usin …

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 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 …

Paper Group AWR 236

October 20, 2019

Compact Convolutional Neural Networks for Classification of Asynchronous Steady-state Visual Evoked Potentials. Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding. Deep Anomaly Detection with Outlier Exposure. Polarity Loss for Zero-shot Object Detection. Learning Approximate Inference Networks for Structured Predicti …

Paper Group AWR 241

October 20, 2019

A bag-to-class divergence approach to multiple-instance learning. Enriched Long-term Recurrent Convolutional Network for Facial Micro-Expression Recognition. TAPAS: Tricks to Accelerate (encrypted) Prediction As a Service. Hierarchical Neural Story Generation. Deep Learning-Based Channel Estimation. Efficient Lifelong Learning with A-GEM. Disentang …

Paper Group AWR 243

October 20, 2019

Efficient Attention: Attention with Linear Complexities. Estimating Depth from RGB and Sparse Sensing. Generating Diffusion MRI scalar maps from T1 weighted images using generative adversarial networks. Unsupervised Grammar Induction with Depth-bounded PCFG. Insights on representational similarity in neural networks with canonical correlation. Merg …

Paper Group AWR 248

October 20, 2019

Multiobjective Optimization Training of PLDA for Speaker Verification. Deep Compressive Autoencoder for Action Potential Compression in Large-Scale Neural Recording. PlayeRank: data-driven performance evaluation and player ranking in soccer via a machine learning approach. Compact Factorization of Matrices Using Generalized Round-Rank. ECG Segmenta …

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 283

October 20, 2019

Understanding Regularized Spectral Clustering via Graph Conductance. Stepping Stones to Inductive Synthesis of Low-Level Looping Programs. Neural Machine Translation of Text from Non-Native Speakers. Proximal Mean-field for Neural Network Quantization. Looking to Listen at the Cocktail Party: A Speaker-Independent Audio-Visual Model for Speech Sepa …

Paper Group AWR 308

October 20, 2019

Automatic Recognition of Student Engagement using Deep Learning and Facial Expression. Ensemble learning with 3D convolutional neural networks for connectome-based prediction. A Comparison of Machine Learning Algorithms for the Surveillance of Autism Spectrum Disorder. Generalizing to Unseen Domains via Adversarial Data Augmentation. e-SNLI: Natura …

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 351

October 20, 2019

Learning Time-Sensitive Strategies in Space Fortress. Explanations based on the Missing: Towards Contrastive Explanations with Pertinent Negatives. Boosting Domain Adaptation by Discovering Latent Domains. InfoSSM: Interpretable Unsupervised Learning of Nonparametric State-Space Model for Multi-modal Dynamics. End-to-End Latent Fingerprint Search. …

Paper Group AWR 352

October 20, 2019

Low-Precision Random Fourier Features for Memory-Constrained Kernel Approximation. HappyDB: A Corpus of 100,000 Crowdsourced Happy Moments. Computational Optimal Transport. Learning to See in the Dark. On Adversarial Examples for Character-Level Neural Machine Translation. A Simple Baseline Algorithm for Graph Classification. Audio-Visual Scene Ana …

Paper Group ANR 130

October 19, 2019

Not Using the Car to See the Sidewalk: Quantifying and Controlling the Effects of Context in Classification and Segmentation. PAC Learning Guarantees Under Covariate Shift. Measuring the Robustness of Graph Properties. An optimal approximation of discrete random variables with respect to the Kolmogorov distance. Recurrently Controlled Recurrent Net …

Paper Group ANR 145

October 19, 2019

Human-Guided Data Exploration. On Plans With Loops and Noise. Mad Max: Affine Spline Insights into Deep Learning. A Modified Sigma-Pi-Sigma Neural Network with Adaptive Choice of Multinomials. Compression of Deep Convolutional Neural Networks under Joint Sparsity Constraints. Neural Language Codes for Multilingual Acoustic Models. Robust Gesture-Ba …

Paper Group ANR 149

October 19, 2019

Multi-view Laplacian Eigenmaps Based on Bag-of-Neighbors For RGBD Human Emotion Recognition. Latent Dirichlet Allocation with Residual Convolutional Neural Network Applied in Evaluating Credibility of Chinese Listed Companies. An Outcome Model Approach to Translating a Randomized Controlled Trial Results to a Target Population. Tensor Alignment Bas …

Paper Group ANR 164

October 19, 2019

AttnConvnet at SemEval-2018 Task 1: Attention-based Convolutional Neural Networks for Multi-label Emotion Classification. Wikibook-Bot - Automatic Generation of a Wikipedia Book. Network Learning with Local Propagation. Solving Sinhala Language Arithmetic Problems using Neural Networks. Probabilistic Sparse Subspace Clustering Using Delayed Associa …

Paper Group ANR 172

October 19, 2019

Artificial Retina Using A Hybrid Neural Network With Spatial Transform Capability. A Hybrid Variational Autoencoder for Collaborative Filtering. Sample-Efficient Policy Learning based on Completely Behavior Cloning. Flow-Grounded Spatial-Temporal Video Prediction from Still Images. Video Prediction with Appearance and Motion Conditions. Robust 3D H …

Paper Group ANR 191

October 19, 2019

Generating Counterfactual Explanations with Natural Language. Wireless Data Acquisition for Edge Learning: Data-Importance Aware Retransmission. Long Short-Term Attention. Relative concentration bounds for the spectrum of kernel matrices. Finite-time optimality of Bayesian predictors. You Only Search Once: Single Shot Neural Architecture Search via …