2020.4.20 Learning papers

 

04-16-2020

Shortcut Learning in Deep Neural Networks
by Robert Geirhos et al

04-15-2020

Network Medicine Framework for Identifying Drug Repurposing Opportunities for COVID-19
by Deisy Morselli Gysi et al

04-15-2020

Datasets for Data-Driven Reinforcement Learning
by Justin Fu et al

04-14-2020

Weight Poisoning Attacks on Pre-trained Models
by Keita Kurita et al

04-16-2020

The Right Tool for the Job: Matching Model and Instance Complexities
by Roy Schwartz et al

04-16-2020

A Game Theoretic Framework for Model Based Reinforcement Learning
by Aravind Rajeswaran et al

04-15-2020

On Learning Rates and Schr\odinger Operators
by Bin Shi et al

04-14-2020

Intuitive, Interactive Beard and Hair Synthesis with Generative Models
by Kyle Olszewski et al

04-15-2020

A Spatiotemporal Epidemic Model to Quantify the Effects of Contact Tracing, Testing, and Containment
by Lars Lorch et al

04-15-2020

Radiologist-Level COVID-19 Detection Using CT Scans with Detail-Oriented Capsule Networks
by Aryan Mobiny et al

04-15-2020

Combinatorial 3D Shape Generation via Sequential Assembly
by Jungtaek Kim et al

04-16-2020

Continual Reinforcement Learning with Multi-Timescale Replay
by Christos Kaplanis et al

04-16-2020

Geometry-Aware Gradient Algorithms for Neural Architecture Search
by Liam Li et al

04-15-2020

Representation Learning of Histopathology Images using Graph Neural Networks
by Mohammed Adnan et al

04-16-2020

Unsupervised Intra-domain Adaptation for Semantic Segmentation through Self-Supervision
by Fei Pan et al

04-16-2020

Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection
by Shauli Ravfogel et al

04-14-2020

Layered Graph Embedding for Entity Recommendation using Wikipedia in the Yahoo! Knowledge Graph
by Chien-Chun Ni et al

04-16-2020

LEAN-LIFE: A Label-Efficient Annotation Framework Towards Learning from Explanation
by Dong-Ho Lee et al

04-15-2020

Online Multiserver Convex Chasing and Optimization
by Sébastien Bubeck et al

04-15-2020

Non-Autoregressive Machine Translation with Latent Alignments
by Chitwan Saharia et al

04-14-2020

Unsupervised Multimodal Video-to-Video Translation via Self-Supervised Learning
by Kangning Liu et al

04-15-2020

ESResNet: Environmental Sound Classification Based on Visual Domain Models
by Andrey Guzhov et al

04-15-2020

ActionSpotter: Deep Reinforcement Learning Framework for Temporal Action Spotting in Videos
by Guillaume Vaudaux-Ruth et al

04-15-2020

Learning Furniture Compatibility with Graph Neural Networks
by Luisa F. Polania et al

04-15-2020

Poisoning Attacks on Algorithmic Fairness
by David Solans et al

04-15-2020

Reinforcement Learning in a Physics-Inspired Semi-Markov Environment
by Colin Bellinger et al

04-15-2020

BabyAI++: Towards Grounded-Language Learning beyond Memorization
by Tianshi Cao et al

04-16-2020

Explainable Image Classification with Evidence Counterfactual
by Tom Vermeire et al

04-16-2020

Continual Learning with Extended Kronecker-factored Approximate Curvature
by Janghyeon Lee et al

04-16-2020

Knowledge Distillation for Action Anticipation via Label Smoothing
by Guglielmo Camporese et al

04-14-2020

Weakly Supervised Deep Learning for COVID-19 Infection Detection and Classification from CT Images
by Shaoping Hu et al

04-16-2020

TriggerNER: Learning with Entity Triggers as Explanations for Named Entity Recognition
by Bill Yuchen Lin et al

04-15-2020

F0-consistent many-to-many non-parallel voice conversion via conditional autoencoder
by Kaizhi Qian et al

04-16-2020

Really Useful Synthetic Data -- A Framework to Evaluate the Quality of Differentially Private Synthetic Data
by Christian Arnold et al

04-16-2020

Destination Prediction Based on Partial Trajectory Data
by Patrick Ebel et al

04-16-2020

Do sequence-to-sequence VAEs learn global features of sentences?
by Tom Bosc et al

04-14-2020

Gumbel-softmax-based Optimization: A Simple General Framework for Optimization Problems on Graphs
by Yaoxin Li et al

04-16-2020

In Search of Life: Learning from Synthetic Data to Detect Vital Signs in Videos
by Florin Condrea et al

04-15-2020

On Box-Cox Transformation for Image Normality and Pattern Classification
by Abbas Cheddad

04-15-2020

Analyzing analytical methods: The case of phonology in neural models of spoken language
by Grzegorz Chrupała et al

04-14-2020

Stochastic batch size for adaptive regularization in deep network optimization
by Kensuke Nakamura et al

04-14-2020

An automatic COVID-19 CT segmentation based on U-Net with attention mechanism
by Tongxue Zhou et al

04-16-2020

Top-Down Networks: A coarse-to-fine reimagination of CNNs
by Ioannis Lelekas et al

04-15-2020

JCS: An Explainable COVID-19 Diagnosis System by Joint Classification and Segmentation
by Yu-Huan Wu et al

04-15-2020

Wasserstein Adversarial Autoencoders for Knowledge Graph Embedding based Drug-Drug Interaction Prediction
by Yuanfei Dai et al

04-14-2020

Differentially Private Assouad, Fano, and Le Cam
by Jayadev Acharya et al

04-15-2020

Training with Quantization Noise for Extreme Fixed-Point Compression
by Angela Fan et al

04-14-2020

Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision
by Hoel Kervadec et al

04-15-2020

Sample-efficient learning of quantum many-body systems
by Anurag Anshu et al

04-14-2020

Breaking the waves: asymmetric random periodic features for low-bitrate kernel machines
by Vincent Schellekens et al

04-14-2020

DialGraph: Sparse Graph Learning Networks for Visual Dialog
by Gi-Cheon Kang et al

04-16-2020

Suicidal Ideation and Mental Disorder Detection with Attentive Relation Networks
by Shaoxiong Ji et al

04-15-2020

Effect of Input Noise Dimension in GANs
by Manisha Padala et al

04-14-2020

A2D2: Audi Autonomous Driving Dataset
by Jakob Geyer et al

04-15-2020

Extending Unsupervised Neural Image Compression With Supervised Multitask Learning
by David Tellez et al

04-15-2020

Benchmarking Unsupervised Outlier Detection with Realistic Synthetic Data
by Georg Steinbuss et al

04-14-2020

Few-Shot Single-View 3-D Object Reconstruction with Compositional Priors
by Mateusz Michalkiewicz et al

04-15-2020

A function space analysis of finite neural networks with insights from sampling theory
by Raja Giryes

04-14-2020

Multi-source Attention for Unsupervised Domain Adaptation
by Xia Cui et al

04-15-2020

Exploiting Categorical Structure Using Tree-Based Methods
by Brian Lucena

04-15-2020

Continuous learning of face attribute synthesis
by Xin Ning et al

04-15-2020

Understanding Aesthetic Evaluation using Deep Learning
by Jon McCormack et al

04-15-2020

lamBERT: Language and Action Learning Using Multimodal BERT
by Kazuki Miyazawa et al

04-14-2020

Mosaic Super-resolution via Sequential Feature Pyramid Networks
by Mehrdad Shoeiby et al

04-15-2020

On the Design of Communication Efficient Federated Learning over Wireless Networks
by Richeng Jin et al

04-14-2020

Transformer based Grapheme-to-Phoneme Conversion
by Sevinj Yolchuyeva et al

04-14-2020

Code Completion using Neural Attention and Byte Pair Encoding
by Youri Arkesteijn et al

04-14-2020

Contrastive Examples for Addressing the Tyranny of the Majority
by Viktoriia Sharmanska et al

04-16-2020

Analyzing Reinforcement Learning Benchmarks with Random Weight Guessing
by Declan Oller et al

04-15-2020

Entities as Experts: Sparse Memory Access with Entity Supervision
by Thibault Févry et al

04-14-2020

Composite Travel Generative Adversarial Networks for Tabular and Sequential Population Synthesis
by Godwin Badu-Marfo et al

04-15-2020

Contextual-Bandit Anomaly Detection for IoT Data in Distributed Hierarchical Edge Computing
by Mao V. Ngo et al

04-16-2020

Network-principled deep generative models for designing drug combinations as graph sets
by Mostafa Karimi et al

04-15-2020

Dynamic Bayesian Neural Networks
by Lorenzo Rimella et al

04-14-2020

Knowledge Elicitation using Deep Metric Learning and Psychometric Testing
by Lu Yin et al

04-14-2020

Incorporating Uncertain Segmentation Information into Chinese NER for Social Media Text
by Shengbin Jia et al

04-14-2020

MxPool: Multiplex Pooling for Hierarchical Graph Representation Learning
by Yanyan Liang et al

04-16-2020

There is Strength in Numbers: Avoiding the Hypothesis-Only Bias in Natural Language Inference via Ensemble Adversarial Training
by Joe Stacey et al

04-14-2020

Walk the Lines: Object Contour Tracing CNN for Contour Completion of Ships
by André Peter Kelm et al

04-15-2020

Provable Overlapping Community Detection in Weighted Graphs
by Jimit Majmudar et al

04-15-2020

Advanced Evasion Attacks and Mitigations on Practical ML-Based Phishing Website Classifiers
by Yusi Lei et al

04-14-2020

Scalable Autonomous Vehicle Safety Validation through Dynamic Programming and Scene Decomposition
by Anthony Corso et al

04-14-2020

Deep Entwined Learning Head Pose and Face Alignment Inside an Attentional Cascade with Doubly-Conditional fusion
by Arnaud Dapogny et al

04-16-2020

OptiGAN: Generative Adversarial Networks for Goal Optimized Sequence Generation
by Mahmoud Hossam et al

04-15-2020

NN-based Transformation of Any SQL Cardinality Estimator for Handling DISTINCT, AND, OR and NOT
by Rojeh Hayek et al

04-14-2020

Transfer Learning with Deep Convolutional Neural Network (CNN) for Pneumonia Detection using Chest X-ray
by Tawsifur Rahman et al

04-15-2020

Prolog Technology Reinforcement Learning Prover
by Zsolt Zombori et al

04-16-2020

Machine-learning-based methods for output only structural modal identification
by Yuequan Bao et al

04-15-2020

MeshingNet: A New Mesh Generation Method based on Deep Learning
by Zheyan Zhang et al

04-15-2020

Topological Descriptors for Parkinsons Disease Classification and Regression Analysis
by Afra Nawar et al

04-14-2020

Jointly Modeling Aspect and Sentiment with Dynamic Heterogeneous Graph Neural Networks
by Shu Liu et al

04-14-2020

StandardGAN: Multi-source Domain Adaptation for Semantic Segmentation of Very High Resolution Satellite Images by Data Standardization
by Onur Tasar et al

04-15-2020

Learning sums of powers of low-degree polynomials in the non-degenerate case
by Ankit Garg et al

04-14-2020

Bayesian differential programming for robust systems identification under uncertainty
by Yibo Yang et al

04-14-2020

Particle-based Energetic Variational Inference
by Yiwei Wang et al

04-16-2020

Data-Driven Robust Control Using Reinforcement Learning
by Phuong D. Ngo et al

04-14-2020

Interpretable Safety Validation for Autonomous Vehicles
by Anthony Corso et al

04-14-2020

Sequential Batch Learning in Finite-Action Linear Contextual Bandits
by Yanjun Han et al

04-16-2020

Hcore-Init: Neural Network Initialization based on Graph Degeneracy
by Stratis Limnios et al

04-14-2020

Oversampling for Imbalanced Time Series Data
by Tuanfei Zhu et al

04-15-2020

Bootstrapped model learning and error correction for planning with uncertainty in model-based RL
by Alvaro Ovalle et al

04-16-2020

Classification Representations Can be Reused for Downstream Generations
by Saisubramaniam Gopalakrishnan et al

04-15-2020

Joint User Pairing and Association for Multicell NOMA: A Pointer Network-based Approach
by Manyou Ma et al

04-15-2020

Analysis of Stochastic Gradient Descent in Continuous Time
by Jonas Latz

04-15-2020

Interpretable Probabilistic Password Strength Meters via Deep Learning
by Dario Pasquini et al

04-15-2020

Dark Experience for General Continual Learning: a Strong, Simple Baseline
by Pietro Buzzega et al

04-15-2020

Q-CapsNets: A Specialized Framework for Quantizing Capsule Networks
by Alberto Marchisio et al

04-15-2020

Improving Input-Output Linearizing Controllers for Bipedal Robots via Reinforcement Learning
by Fernando Castañeda et al

04-16-2020

Generalizability issues with deep learning models in medicine and their potential solutions: illustrated with Cone-Beam Computed Tomography (CBCT) to Computed Tomography (CT) image conversion
by Xiao Liang et al

04-14-2020

Budget Learning via Bracketing
by Aditya Gangrade et al

04-15-2020

Neural Status Registers
by Lukas Faber et al

04-15-2020

Flattening the curves: on-off lock-down strategies for COVID-19 with an application to Brazi
by L. Tarrataca et al

04-16-2020

A Hybrid Objective Function for Robustness of Artificial Neural Networks -- Estimation of Parameters in a Mechanical System
by Jan Sokolowski et al

04-15-2020

Learning 1-Dimensional Submanifolds for Subsequent Inference on Random Dot Product Graphs
by Michael W. Trosset et al

04-16-2020

Nonparallel Hyperplane Classifiers for Multi-category Classification
by Pooja Saigal et al

04-15-2020

Evaluation of Generalizability of Neural Program Analyzers under Semantic-Preserving Transformations
by Md. Rafiqul Islam Rabin et al

04-14-2020

Latent Bayesian Inference for Robust Earnings Estimates
by Chirag Nagpal et al

04-14-2020

Extrapolation in Gridworld Markov-Decision Processes
by Eugene Charniak

04-14-2020

Adversarial Evaluation of Autonomous Vehicles in Lane-Change Scenarios
by Baiming Chen et al

04-16-2020

Investigating Efficient Learning and Compositionality in Generative LSTM Networks
by Sarah Fabi et al

04-15-2020

Transfer learning in large-scale ocean bottom seismic wavefield reconstruction
by Mi Zhang et al

04-14-2020

Extending Adversarial Attacks to Produce Adversarial Class Probability Distributions
by Jon Vadillo et al

04-16-2020

Multi-Objective Evolutionary approach for the Performance Improvement of Learners using Ensembling Feature selection and Discretization Technique on Medical data
by Deepak Singh et al

04-15-2020

Minimizing Interference and Selection Bias in Network Experiment Design
by Zahra Fatemi et al

04-16-2020

Taxonomy of Dual Block-Coordinate Ascent Methods for Discrete Energy Minimization
by Siddharth Tourani et al

04-14-2020

Stochastic modeling of non-linear adsorption with Gaussian kernel density estimators
by Maryam Rahbaralam et al

04-15-2020

Unifying Privacy Loss Composition for Data Analytics
by Mark Cesar et al

04-14-2020

Learning from Aggregate Observations
by Yivan Zhang et al

04-15-2020

On Linear Optimization over Wasserstein Balls
by Man-Chung Yue et al

04-14-2020

Robust Modelling of Reflectance Pulse Oximetry for SpO22 Estimation
by Sricharan Vijayarangan et al

04-16-2020

Reinforcement Learning for Safety-Critical Control under Model Uncertainty, using Control Lyapunov Functions and Control Barrier Functions
by Jason Choi et al

04-14-2020

On the interplay between physical and content priors in deep learning for computational imaging
by Mo Deng et al

04-16-2020

Diversity-Aware Weighted Majority Vote Classifier for Imbalanced Data
by Anil Goyal et al

04-15-2020

Differentially Private Linear Regression over Fully Decentralized Datasets
by Yang Liu et al

04-15-2020

Asymmetrically Vertical Federated Learning
by Yang Liu et al

04-14-2020

Measurement Error in Nutritional Epidemiology: A Survey
by Huimin Peng

04-14-2020

The covariance matrix of Greens functions and its application to machine learning
by Tomoko Nagai

04-15-2020

LOCA: LOcal Conformal Autoencoder for standardized data coordinates
by Erez Peterfreund et al

04-14-2020

PFNN: A Penalty-Free Neural Network Method for Solving a Class of Second-Order Boundary-Value Problems on Complex Geometries
by Hailong Sheng et al

04-14-2020

A Text-based Deep Reinforcement Learning Framework for Interactive Recommendation
by Chaoyang Wang et al

04-14-2020

Exploring Cell counting with Neural Arithmetic Logic Units
by Ashish Rana et al

04-14-2020

Occupant Plugload Management for Demand Response in Commercial Buildings: Field Experimentation and Statistical Characterization
by Chaitanya Poolla et al

04-14-2020

Alzheimers Dementia Recognition through Spontaneous Speech: The ADReSS Challenge
by Saturnino Luz et al

04-14-2020

Secure Federated Learning in 5G Mobile Networks
by Martin Isaksson et al

04-14-2020

On Deep Learning Solutions for Joint Transmitter and Noncoherent Receiver Design in MU-MIMO Systems
by Songyan Xue et al

04-15-2020

Ownership at Large -- Open Problems and Challenges in Ownership Management
by John Ahlgren et al

04-14-2020

Co-eye: A Multi-resolution Symbolic Representation to TimeSeries Diversified Ensemble Classification
by Zahraa S. Abdallah et al

 
Craig Smith