2019.09.08 Learning papers

09-05-2019	Ab-Initio Solution of the Many-Electron Schr\odinger Equation with Deep Neural Networks by David Pfau et al
09-03-2019	Making Efficient Use of Demonstrations to Solve Hard Exploration Problems by Tom Le Paine et al
09-03-2019	Deep Equilibrium Models by Shaojie Bai et al
09-05-2019	FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow by Xuezhe Ma et al
09-03-2019	Can we trust deep learning models diagnosis? The impact of domain shift in chest radiograph classification by Eduardo H. P. Pooch et al
09-05-2019	Coherent Optical Communications Enhanced by Machine Intelligence by Sanjaya Lohani et al
09-05-2019	FreeAnchor: Learning to Match Anchors for Visual Object Detection by Xiaosong Zhang et al
09-05-2019	Learning Action-Transferable Policy with Action Embedding by Yu Chen et al
09-03-2019	rlpyt: A Research Code Base for Deep Reinforcement Learning in PyTorch by Adam Stooke et al
09-05-2019	Human-AI Collaboration in Data Science: Exploring Data Scientists Perceptions of Automated AI by Dakuo Wang et al
09-05-2019	Neural Style-Preserving Visual Dubbing by Hyeongwoo Kim et al
09-03-2019	Discriminative Topic Modeling with Logistic LDA by Iryna Korshunova et al
09-05-2019	A Better Way to Attend: Attention with Trees for Video Question Answering by Hongyang Xue et al
09-03-2019	3D Morphable Face Models -- Past, Present and Future by Bernhard Egger et al
09-04-2019	Quasi-Newton Optimization Methods For Deep Learning Applications by Jacob Rafati et al
09-03-2019	Translating Visual Art into Music by Maximilian Müller-Eberstein et al
09-05-2019	Additive function approximation in the brain by Kameron Decker Harris
09-05-2019	Robust Navigation with Language Pretraining and Stochastic Sampling by Xiujun Li et al
09-03-2019	Neural Linguistic Steganography by Zachary M. Ziegler et al
09-05-2019	Training Compact Neural Networks via Auxiliary Overparameterization by Yifan Liu et al
09-03-2019	Demystifying Brain Tumour Segmentation Networks: Interpretability and Uncertainty Analysis by Parth Natekar et al
09-04-2019	Distributionally Robust Language Modeling by Yonatan Oren et al
09-03-2019	Data-Driven Approach to Encoding and Decoding 3-D Crystal Structures by Jordan Hoffmann et al
09-04-2019	Investigating Multilingual NMT Representations at Scale by Sneha Reddy Kudugunta et al
09-04-2019	DCGANs for Realistic Breast Mass Augmentation in X-ray Mammography by Basel Alyafi et al
09-04-2019	Learning Dynamic Context Augmentation for Global Entity Linking by Xiyuan Yang et al
09-04-2019	Detecting Deep Neural Network Defects with Data Flow Analysis by Jiazhen Gu et al
09-04-2019	Quantum Natural Gradient by James Stokes et al
09-03-2019	Mixture Probabilistic Principal Geodesic Analysis by Youshan Zhang et al
09-04-2019	An Entity-Driven Framework for Abstractive Summarization by Eva Sharma et al
09-04-2019	An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction by Stefan Larson et al
09-04-2019	Towards Precise Robotic Grasping by Probabilistic Post-grasp Displacement Estimation by Jialiang Zhao et al
09-05-2019	Best Practices for Scientific Research on Neural Architecture Search by Marius Lindauer et al
09-05-2019	An Active Learning Approach for Reducing Annotation Cost in Skin Lesion Analysis by Xueying Shi et al
09-03-2019	Dual Student: Breaking the Limits of the Teacher in Semi-supervised Learning by Zhanghan Ke et al
09-05-2019	Fusing Vector Space Models for Domain-Specific Applications by Laura Rettig et al
09-04-2019	Learning from Label Proportions with Generative Adversarial Networks by Jiabin Liu et al
09-05-2019	AFP-Net: Realtime Anchor-Free Polyp Detection in Colonoscopy by Dechun Wang et al
09-04-2019	Program-Guided Image Manipulators by Jiayuan Mao et al
09-06-2019	A Baseline for Few-Shot Image Classification by Guneet S. Dhillon et al
09-05-2019	Classification with Costly Features as a Sequential Decision-Making Problem by Jaromír Janisch et al
09-05-2019	LSMI-Sinkhorn: Semi-supervised Squared-Loss Mutual Information Estimation with Optimal Transport by Yanbin Liu et al
09-05-2019	Spatiotemporally Constrained Action Space Attacks on Deep Reinforcement Learning Agents by Xian Yeow Lee et al
09-03-2019	Brain2Char: A Deep Architecture for Decoding Text from Brain Recordings by Pengfei Sun et al
09-05-2019	Gradient Descent based Weight Learning for Grouping Problems: Application on Graph Coloring and Equitable Graph Coloring by Olivier Goudet et al
09-04-2019	Learning Concave Conditional Likelihood Models for Improved Analysis of Tandem Mass Spectra by John T. Halloran et al
09-05-2019	Intensity augmentation for domain transfer of whole breast segmentation in MRI by Linde S. Hesse et al
09-03-2019	MANAS: Multi-Agent Neural Architecture Search by Fabio Maria Carlucci et al
09-06-2019	Supervised Multimodal Bitransformers for Classifying Images and Text by Douwe Kiela et al
09-06-2019	A Reinforcement Learning Based Approach for Joint Multi-Agent Decision Making by Mridul Agarwal et al
09-04-2019	Are Adversarial Robustness and Common Perturbation Robustness Independant Attributes ? by Alfred Laugros et al
09-06-2019	Bayes-Factor-VAE: Hierarchical Bayesian Deep Auto-Encoder Models for Factor Disentanglement by Minyoung Kim et al
09-04-2019	LeDeepChef: Deep Reinforcement Learning Agent for Families of Text-Based Games by Leonard Adolphs et al
09-03-2019	Lifelong Machine Learning with Deep Streaming Linear Discriminant Analysis by Tyler L. Hayes et al
09-03-2019	Certified Robustness to Adversarial Word Substitutions by Robin Jia et al
09-04-2019	Learning sparse representations in reinforcement learning by Jacob Rafati et al
09-04-2019	Meta Learning with Relational Information for Short Sequences by Yujia Xie et al
09-04-2019	Beyond Photo Realism for Domain Adaptation from Synthetic Data by Kristofer Schlachter et al
09-06-2019	DRLViz: Understanding Decisions and Memory in Deep Reinforcement Learning by Theo Jaunet et al
09-04-2019	Regression-clustering for Improved Accuracy and Training Cost with Molecular-Orbital-Based Machine Learning by Lixue Cheng et al
09-04-2019	Compositional Embeddings Using Complementary Partitions for Memory-Efficient Recommendation Systems by Hao-Jun Michael Shi et al
09-06-2019	Invisible Backdoor Attacks Against Deep Neural Networks by Shaofeng Li et al
09-06-2019	Video Interpolation and Prediction with Unsupervised Landmarks by Kevin J. Shih et al
09-03-2019	Interpretable Word Embeddings via Informative Priors by Miriam Hurtado Bodell et al
09-05-2019	TFCheck : A TensorFlow Library for Detecting Training Issues in Neural Network Programs by Houssem Ben Braiek et al
09-06-2019	Deep CNN frameworks comparison for malaria diagnosis by Priyadarshini Adyasha Pattanaik et al
09-06-2019	Blackbox Attacks on Reinforcement Learning Agents Using Approximated Temporal Information by Yiren Zhao et al
09-04-2019	Deep Convolutional Networks in System Identification by Carl Andersson et al
09-06-2019	Regression Under Human Assistance by Abir De et al
09-03-2019	Minimizing the Societal Cost of Credit Card Fraud with Limited and Imbalanced Data by Samuel Showalter et al
09-04-2019	Dense Extreme Inception Network: Towards a Robust CNN Model for Edge Detection by Xavier Soria et al
09-03-2019	Riemannian batch normalization for SPD neural networks by Daniel Brooks et al
09-04-2019	Gradients of Generative Models for Improved Discriminative Analysis of Tandem Mass Spectra by John T. Halloran et al
09-05-2019	Diversely Stale Parameters for Efficient Training of CNNs by An Xu et al
09-03-2019	LCA: Loss Change Allocation for Neural Network Training by Janice Lan et al
09-06-2019	Structured Query Construction via Knowledge Graph Embedding by Ruijie Wang et al
09-06-2019	Adaptive Trust Region Policy Optimization: Global Convergence and Faster Rates for Regularized MDPs by Lior Shani et al
09-05-2019	DeepEvolution: A Search-Based Testing Approach for Deep Neural Networks by Houssem Ben Braiek et al
09-03-2019	Lund jet images from generative and cycle-consistent adversarial networks by Stefano Carrazza et al
09-04-2019	On Least Squares Estimation under Heteroscedastic and Heavy-Tailed Errors by Arun K. Kuchibhotla et al
09-03-2019	Achieving Verified Robustness to Symbol Substitutions via Interval Bound Propagation by Po-Sen Huang et al
09-03-2019	Network Transfer Learning via Adversarial Domain Adaptation with Graph Convolution by Quanyu Dai et al
09-03-2019	Rates of Convergence for Large-scale Nearest Neighbor Classification by Xingye Qiao et al
09-03-2019	Referring Expression Generation Using Entity Profiles by Meng Cao et al
09-04-2019	Inductive Bias-driven Reinforcement Learning For Efficient Schedules in Heterogeneous Clusters by Subho S Banerjee et al
09-06-2019	Improved Patient Classification with Language Model Pretraining Over Clinical Notes by Jonas Kemp et al
09-06-2019	Eelgrass beds and oyster farming at a lagoon before and after the Great East Japan Earthquake 2011: potential to apply deep learning at a coastal area by Takehisa Yamakita
09-04-2019	No Press Diplomacy: Modeling Multi-Agent Gameplay by Philip Paquette et al
09-04-2019	Learning Distributions Generated by One-Layer ReLU Networks by Shanshan Wu et al
09-06-2019	Set Flow: A Permutation Invariant Normalizing Flow by Kashif Rasul et al
09-05-2019	Efficient Communication in Multi-Agent Reinforcement Learning via Variance Based Control by Sai Qian Zhang et al
09-06-2019	Multi-Objective Multi-Agent Decision Making: A Utility-based Analysis and Survey by Roxana Rădulescu et al
09-03-2019	Snowball: Iterative Model Evolution and Confident Sample Discovery for Semi-Supervised Learning on Very Small Labeled Datasets by Yang Li et al
09-03-2019	ForkNet: Multi-branch Volumetric Semantic Completion from a Single Depth Image by Yida Wang et al
09-06-2019	Encoders and Decoders for Quantum Expander Codes Using Machine Learning by Sathwik Chadaga et al
09-04-2019	Deep Learning-Aided Tabu Search Detection for Large MIMO Systems by NhanThanh Nguyen et al
09-03-2019	On perfectness in Gaussian graphical models by Arash A. Amini et al
09-06-2019	Robust Logistic Regression against Attribute and Label Outliers via Information Theoretic Learning by Yuanhao Li et al
09-04-2019	Atypical Facial Landmark Localisation with Stacked Hourglass Networks: A Study on 3D Facial Modelling for Medical Diagnosis by Gary Storey et al
09-03-2019	Deep Morphological Neural Networks by Yucong Shen et al
09-06-2019	Show Your Work: Improved Reporting of Experimental Results by Jesse Dodge et al
09-04-2019	Model Asset eXchange: Path to Ubiquitous Deep Learning Deployment by Alex Bozarth et al
09-05-2019	Powerset Convolutional Neural Networks by Chris Wendler et al
09-04-2019	Help, Anna! Visual Navigation with Natural Multimodal Assistance via Retrospective Curiosity-Encouraging Imitation Learning by Khanh Nguyen et al
09-06-2019	Mass Personalization of Deep Learning by Johannes Schneider et al
09-06-2019	RNN Architecture Learning with Sparse Regularization by Jesse Dodge et al
09-04-2019	Empirical Analysis of Knowledge Distillation Technique for Optimization of Quantized Deep Neural Networks by Sungho Shin et al
09-04-2019	Free resolutions of function classes via order complexes by Justin Chen et al
09-05-2019	Smooth Contextual Bandits: Bridging the Parametric and Non-differentiable Regret Regimes by Yichun Hu et al
09-06-2019	Graph Representation Ensemble Learning by Palash Goyal et al
09-06-2019	Pairwise Learning to Rank by Neural Networks Revisited: Reconstruction, Theoretical Analysis and Practical Performance by Marius Köppel et al
09-03-2019	Differentially Private Objective Perturbation: Beyond Smoothness and Convexity by Seth Neel et al
09-03-2019	Towards Automatic Detection of Misinformation in Online Medical Videos by Rui Hou et al
09-05-2019	Contextual Minimum-Norm Estimates (CMNE): A Deep Learning Method for Source Estimation in Neuronal Networks by Christoph Dinh et al
09-03-2019	Prospect Theory Based Crowdsourcing for Classification in the Presence of Spammers by Baocheng Geng et al
09-04-2019	Augmented Memory Networks for Streaming-Based Active One-Shot Learning by Andreas Kvistad et al
09-06-2019	Deep learning with sentence embeddings pre-trained on biomedical corpora improves the performance of finding similar sentences in electronic medical records by Qingyu Chen et al
09-04-2019	More Adaptive Algorithms for Tracking the Best Expert by Shiyin Lu et al
09-05-2019	Occ-Traj120: Occupancy Maps with Associated Trajectories by Tin Lai et al
09-03-2019	Censored Semi-Bandits: A Framework for Resource Allocation with Censored Feedback by Arun Verma et al
09-03-2019	Prediction, Consistency, Curvature: Representation Learning for Locally-Linear Control by Nir Levine et al
09-04-2019	Metric Learning from Imbalanced Data by Léo Gautheron et al
09-03-2019	What Happens on the Edge, Stays on the Edge: Toward Compressive Deep Learning by Yang Li et al
09-06-2019	Decentralized Stochastic Gradient Tracking for Empirical Risk Minimization by Jiaqi Zhang et al
09-05-2019	Training High-Performance and Large-Scale Deep Neural Networks with Full 8-bit Integers by Yukuan Yang et al
09-06-2019	Approaching Machine Learning Fairness through Adversarial Network by Xiaoqian Wang et al
09-03-2019	Almost Optimal Tensor Sketch by Thomas D. Ahle et al
09-06-2019	NEAR: Neighborhood Edge AggregatoR for Graph Classification by Cheolhyeong Kim et al
09-05-2019	Generative Machine Learning for Robust Free-Space Communication by Sanjaya Lohani et al
09-03-2019	State Drug Policy Effectiveness: Comparative Policy Analysis of Drug Overdose Mortality by Jarrod Olson et al
09-05-2019	√nn-Regret for Learning in Markov Decision Processes with Function Approximation and Low Bellman Rank by Kefan Dong et al
09-06-2019	Master your Metrics with Calibration by Wissam Siblini et al
09-04-2019	Stochastic Linear Optimization with Adversarial Corruption by Yingkai Li et al
09-06-2019	Efficient Multivariate Bandit Algorithm with Path Planning by Keyu Nie et al
09-05-2019	Bandwidth Embeddings for Mixed-bandwidth Speech Recognition by Gautam Mantena et al
09-06-2019	Better PAC-Bayes Bounds for Deep Neural Networks using the Loss Curvature by Konstantinos Pitas
09-03-2019	Likelihood-Free Overcomplete ICA and Applications in Causal Discovery by Chenwei Ding et al
09-06-2019	Gradient Q(σ,λ)(σ,λ): A Unified Algorithm with Function Approximation for Reinforcement Learning by Long Yang et al
09-05-2019	Machine-Learning-Driven New Geologic Discoveries at Mars Rover Landing Sites: Jezero and NE Syrtis by Murat Dundar et al
09-03-2019	Multimodal Deep Learning for Mental Disorders Prediction from Audio Speech Samples by Habibeh Naderi et al
09-04-2019	Latent Gaussian process with composite likelihoods for data-driven disease stratification by Siddharth Ramchandran et al
09-06-2019	Neural Network-Based Modeling of Phonetic Durations by Xizi Wei et al
09-05-2019	AutoGMM: Automatic Gaussian Mixture Modeling in Python by Thomas L. Athey et al
09-03-2019	STaDA: Style Transfer as Data Augmentation by Xu Zheng et al
09-05-2019	Kernel absolute summability is only sufficient for RKHS stability by Mauro Bisiacco et al
09-03-2019	High-Fidelity Extraction of Neural Network Models by Matthew Jagielski et al
09-05-2019	A Transfer Learning Approach for Network Intrusion Detection by Peilun Wu et al
09-05-2019	Hierarchical Federated Learning Across Heterogeneous Cellular Networks by Mehdi Salehi Heydar Abad et al
09-05-2019	Understanding ML driven HPC: Applications and Infrastructure by Geoffrey Fox et al
09-05-2019	An Arm-wise Randomization Approach to Combinatorial Linear Semi-bandits by Kei Takemura et al
09-04-2019	Reservoir Computing based on Quenched Chaos by Jaesung Choi et al
09-06-2019	Parallel Computation of Graph Embeddings by Chi Thang Duong et al
09-04-2019	ALIME: Autoencoder Based Approach for Local Interpretability by Sharath M. Shankaranarayana et al
09-03-2019	Parameter Estimation with the Ordered ℓ2ℓ2 Regularization via an Alternating Direction Method of Multipliers by Mahammad Humayoo et al
09-05-2019	McDiarmid-Type Inequalities for Graph-Dependent Variables and Stability Bounds by Rui et al
09-05-2019	Permutation Recovery from Multiple Measurement Vectors in Unlabeled Sensing by Hang Zhang et al
09-03-2019	Privacy Accounting and Quality Control in the Sage Differentially Private ML Platform by Mathias Lecuyer et al
09-05-2019	Port-Hamiltonian Approach to Neural Network Training by Stefano Massaroli et al
09-03-2019	A Novel Loss Function Incorporating Imaging Acquisition Physics for PET Attenuation Map Generation using Deep Learning by Luyao Shi et al
09-04-2019	ScisummNet: A Large Annotated Dataset and Content-Impact Models for Scientific Paper Summarization with Citation Networks by Michihiro Yasunaga et al
09-04-2019	Deep learning networks for selection of persistent scatterer pixels in multi-temporal SAR interferometric processing by Ashutosh Tiwari et al
09-04-2019	Automatic Differentiation for Complex Valued SVD by Zhou-Quan Wan et al
09-04-2019	A Constructive Approach for Data-Driven Randomized Learning of Feedforward Neural Networks by Grzegorz Dudek
09-04-2019	Deep kernel learning for integral measurements by Carl Jidling et al
09-03-2019	Graph Representation Learning: A Survey by Fenxiao Chen et al
09-06-2019	Optimizing Generalized Rate Metrics through Game Equilibrium by Harikrishna Narasimhan et al
09-06-2019	Differentially Private Precision Matrix Estimation by Wenqing Su et al
09-03-2019	Quantifying Infra-Marginality and Its Trade-off with Group Fairness by Arpita Biswas et al
09-03-2019	Towards Making a Dependency Parser See by Michalina Strzyz et al
09-03-2019	Guardians of the Deep Fog: Failure-Resilient DNN Inference from Edge to Cloud by Ashkan Yousefpour et al
09-03-2019	Learning User Preferences for Trajectories from Brain Signals by Henrich Kolkhorst et al
09-03-2019	Local Embeddings for Relational Data Integration by Riccardo Cappuzzo et al
09-03-2019	Q-DATA: Enhanced Traffic Flow Monitoring in Software-Defined Networks applying Q-learning by Trung V. Phan et al
09-03-2019	On Loss Functions for Supervised Monaural Time-Domain Speech Enhancement by Morten Kolbæk et al
09-05-2019	Dispersion Characterization and Pulse Prediction with Machine Learning by Sanjaya Lohani et al
09-04-2019	Empirical Hypothesis Space Reduction by Akihiro Yabe et al
09-03-2019	Personalizing Smartwatch Based Activity Recognition Using Transfer Learning by Karanpreet Singh et al
09-03-2019	Few-Shot Generalization for Single-Image 3D Reconstruction via Priors by Bram Wallace et al
09-03-2019	A CNN-based approach to classify cricket bowlers based on their bowling actions by Md Nafee Al Islam et al
09-06-2019	Automated Polysomnography Analysis for Detection of Non-Apneic and Non-Hypopneic Arousals using Feature Engineering and a Bidirectional LSTM Network by Ali Bahrami Rad et al
09-03-2019	Towards automated feature engineering for credit card fraud detection using multi-perspective HMMs by Yvan Lucas et al
09-04-2019	ACES -- Automatic Configuration of Energy Harvesting Sensors with Reinforcement Learning by Francesco Fraternali et al
09-06-2019	A review on ranking problems in statistical learning by Tino Werner
09-04-2019	A Specialized Evolutionary Strategy Using Mean Absolute Error Random Sampling to Design Recurrent Neural Networks by Andrés Camero et al
09-05-2019	Doppler Invariant Demodulation for Shallow Water Acoustic Communications Using Deep Belief Networks by Abigail Lee-Leon et al
09-05-2019	Receptive-field-regularized CNN variants for acoustic scene classification by Khaled Koutini et al
09-06-2019	On the Estimation of Network Complexity: Dimension of Graphons by Yann Issartel
09-03-2019	3DSiameseNet to Analyze Brain MRI by Cecilia Ostertag et al
09-03-2019	Demucs: Deep Extractor for Music Sources with extra unlabeled data remixed by Alexandre Défossez et al
09-04-2019	A Compositional Model of Multi-faceted Trust for Personalized Item Recommendation by Liliana Ardissono et al
09-03-2019	Graph-based Transforms for Video Coding by Hilmi E. Egilmez et al
09-03-2019	Denoising Auto-encoding Priors in Undecimated Wavelet Domain for MR Image Reconstruction by Siyuan Wang et al
09-06-2019	Quantized Fisher Discriminant Analysis by Benyamin Ghojogh et al
09-03-2019	A Geometry-Sensitive Approach for Photographic Style Classification by Koustav Ghosal et al
09-03-2019	DeepObfusCode: Source Code Obfuscation Through Sequence-to-Sequence Networks by Siddhartha Datta
09-03-2019	Improving Disentangled Representation Learning with the Beta Bernoulli Process by Prashnna Kumar Gyawali et al
09-04-2019	Efron-Stein PAC-Bayesian Inequalities by Ilja Kuzborskij et al
09-04-2019	Defeating Opaque Predicates Statically through Machine Learning and Binary Analysis by Ramtine Tofighi-Shirazi et al
09-03-2019	A Communication-Efficient Algorithm for Exponentially Fast Non-Bayesian Learning in Networks by Aritra Mitra et al
09-04-2019	Tensor Analysis with n-Mode Generalized Difference Subspace by Bernardo B. Gatto et al
09-03-2019	Beyond Human-Level Accuracy: Computational Challenges in Deep Learning by Joel Hestness et al
09-04-2019	Generalized Integrated Gradients: A practical method for explaining diverse ensembles by John Merrill et al
09-04-2019	Mapping Spiking Neural Networks to Neuromorphic Hardware by Adarsha Balaji et al
09-04-2019	Exploiting Parallel Audio Recordings to Enforce Device Invariance in CNN-based Acoustic Scene Classification by Paul Primus et al
09-04-2019	HinDom: A Robust Malicious Domain Detection System based on Heterogeneous Information Network with Transductive Classification by Xiaoqing Sun et al
09-05-2019	FraudJudger: Real-World Data Oriented Fraud Detection on Digital Payment Platforms by Ruoyu Deng et al