2020.12.28 Learning papers

12-23-2020	Solving Mixed Integer Programs Using Neural Networks by Vinod Nair et al
12-22-2020	YolactEdge: Real-time Instance Segmentation on the Edge (Jetson AGX Xavier: 30 FPS, RTX 2080 Ti: 170 FPS) by Haotian Liu et al
12-23-2020	Focal Frequency Loss for Generative Models by Liming Jiang et al
12-24-2020	A Physics-Informed Deep Learning Paradigm for Car-Following Models by Zhaobin Mo et al
12-23-2020	EQ-Net: A Unified Deep Learning Framework for Log-Likelihood Ratio Estimation and Quantization by Marius Arvinte et al
12-24-2020	Soft-IntroVAE: Analyzing and Improving the Introspective Variational Autoencoder by Tal Daniel et al
12-23-2020	Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic Parsing by Xi Victoria Lin et al
12-22-2020	Few-Shot Text Generation with Pattern-Exploiting Training by Timo Schick et al
12-22-2020	AudioViewer: Learning to Visualize Sound by Yuchi Zhang et al
12-23-2020	Learning by Self-Explanation, with Application to Neural Architecture Search by Ramtin Hosseini et al
12-22-2020	Self-supervised self-supervision by combining deep learning and probabilistic logic by Hunter Lang et al
12-24-2020	Global Convergence of Model Function Based Bregman Proximal Minimization Algorithms by Mahesh Chandra Mukkamala et al
12-24-2020	SCC: an efficient deep reinforcement learning agent mastering the game of StarCraft II by Xiangjun Wang et al
12-23-2020	Learning from Crowds by Modeling Common Confusions by Zhendong Chu et al
12-22-2020	Scalable Optical Learning Operator by Uğur Teğin et al
12-24-2020	Detecting Hateful Memes Using a Multimodal Deep Ensemble by Vlad Sandulescu
12-22-2020	Latent Feature Representation via Unsupervised Learning for Pattern Discovery in Massive Electron Microscopy Image Volumes by Gary B Huang et al
12-23-2020	Hiding Among the Clones: A Simple and Nearly Optimal Analysis of Privacy Amplification by Shuffling by Vitaly Feldman et al
12-22-2020	Finding Global Minima via Kernel Approximations by Alessandro Rudi et al
12-23-2020	General Domain Adaptation Through Proportional Progressive Pseudo Labeling by Mohammad J. Hashemi et al
12-23-2020	Towards Overcoming False Positives in Visual Relationship Detection by Daisheng Jin et al
12-24-2020	Parallel-beam X-ray CT datasets of apples with internal defects and label balancing for machine learning by Sophia Bethany Coban et al
12-22-2020	g2tmn at Constraint@AAAI2021: Exploiting CT-BERT and Ensembling Learning for COVID-19 Fake News Detection by Anna Glazkova et al
12-23-2020	Low-latency Perception in Off-Road Dynamical Low Visibility Environments by Nelson Alves et al
12-22-2020	Unadversarial Examples: Designing Objects for Robust Vision by Hadi Salman et al
12-24-2020	Improving the Certified Robustness of Neural Networks via Consistency Regularization by Mengting Xu et al
12-22-2020	Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-Tuning by Armen Aghajanyan et al
12-22-2020	Dual-encoder Bidirectional Generative Adversarial Networks for Anomaly Detection by Teguh Budianto et al
12-24-2020	Seed Phenotyping on Neural Networks using Domain Randomization and Transfer Learning by Venkat Margapuri et al
12-24-2020	I like fish, especially dolphins: Addressing Contradictions in Dialogue Modelling by Yixin Nie et al
12-23-2020	Auto-Agent-Distiller: Towards Efficient Deep Reinforcement Learning Agents via Neural Architecture Search by Yonggan Fu et al
12-22-2020	Function Design for Improved Competitive Ratio in Online Resource Allocation with Procurement Costs by Mitas Ray et al
12-24-2020	On Statistical Efficiency in Learning by Jie Ding et al
12-23-2020	Regret Bound Balancing and Elimination for Model Selection in Bandits and RL by Aldo Pacchiano et al
12-23-2020	Private-Shared Disentangled Multimodal VAE for Learning of Hybrid Latent Representations by Mihee Lee et al
12-24-2020	Unsupervised neural adaptation model based on optimal transport for spoken language identification by Xugang Lu et al
12-22-2020	Residual Matrix Product State for Machine Learning by Ye-Ming Meng et al
12-23-2020	Lattice gauge equivariant convolutional neural networks by Matteo Favoni et al
12-23-2020	Multiclass Spinal Cord Tumor Segmentation on MRI with Deep Learning by Andreanne Lemay et al
12-24-2020	Vector-output ReLU Neural Network Problems are Copositive Programs: Convex Analysis of Two Layer Networks and Polynomial-time Algorithms by Arda Sahiner et al
12-22-2020	QVMix and QVMix-Max: Extending the Deep Quality-Value Family of Algorithms to Cooperative Multi-Agent Reinforcement Learning by Pascal Leroy et al
12-22-2020	Augmenting Policy Learning with Routines Discovered from a Demonstration by Zelin Zhao et al
12-23-2020	Disentangling semantics in language throughs VAEs and a certain architectural choice by Ghazi Felhi et al
12-23-2020	Self-Supervised Hyperboloid Representations from Logical Queries over Knowledge Graphs by Nurendra Choudhary et al
12-22-2020	Quantum Convolutional Neural Networks for High Energy Physics Data Analysis by Samuel Yen-Chi Chen et al
12-24-2020	Unveiling Real-Life Effects of Online Photo Sharing by Van-Khoa Nguyen et al
12-22-2020	Self-Imitation Advantage Learning by Johan Ferret et al
12-22-2020	Iteratively Reweighted Least Squares for ℓ1ℓ1-minimization with Global Linear Convergence Rate by Christian Kümmerle et al
12-23-2020	Machine Learning Advances for Time Series Forecasting by Ricardo P. Masini et al
12-23-2020	Noisy Labels Can Induce Good Representations by Jingling Li et al
12-22-2020	IIRC: Incremental Implicitly-Refined Classification by Mohamed Abdelsalam et al
12-22-2020	Video Influencers: Unboxing the Mystique by Prashant Rajaram et al
12-22-2020	A Feasibility study for Deep learning based automated brain tumor segmentation using Magnetic Resonance Images by Shanaka Ramesh Gunasekara et al
12-23-2020	Assured RL: Reinforcement Learning with Almost Sure Constraints by Agustin Castellano et al
12-22-2020	Efficient and Visualizable Convolutional Neural Networks for COVID-19 Classification Using Chest CT by Aksh Garg et al
12-22-2020	Deep learning-based virtual refocusing of images using an engineered point-spread function by Xilin Yang et al
12-22-2020	Towards Automated Satellite Conjunction Management with Bayesian Deep Learning by Francesco Pinto et al
12-23-2020	Cooperative Policy Learning with Pre-trained Heterogeneous Observation Representations by Wenlei Shi et al
12-23-2020	Deep manifold learning reveals hidden dynamics of proteasome autoregulation by Zhaolong Wu et al
12-23-2020	White matter hyperintensities volume and cognition: Assessment of a deep learning based lesion detection and quantification algorithm on the Alzheimers Disease Neuroimaging Initiative by Lavanya Umapathy et al
12-23-2020	Optimal dimension dependence of the Metropolis-Adjusted Langevin Algorithm by Sinho Chewi et al
12-22-2020	Graph Autoencoders with Deconvolutional Networks by Jia Li et al
12-22-2020	An overview on deep learning-based approximation methods for partial differential equations by Christian Beck et al
12-22-2020	Comparison of Classification Algorithms Towards Subject-Specific and Subject-Independent BCI by Parisa Ghane et al

12-23-2020	Diabetic Retinopathy Grading System Based on Transfer Learning by Eman AbdelMaksoud et al
12-23-2020	Small-Group Learning, with Application to Neural Architecture Search by Xuefeng Du et al
12-24-2020	Memory-Gated Recurrent Networks by Yaquan Zhang et al
12-23-2020	Using vis-NIRS and Machine Learning methods to diagnose sugarcane soil chemical properties by Diego A. Delgadillo-Duran et al
12-23-2020	Direct Estimation of Spinal Cobb Angles by Structured Multi-Output Regression by Haoliang Sun et al
12-24-2020	A Tight Lower Bound for Uniformly Stable Algorithms by Qinghua Liu et al
12-22-2020	Stochastic Gradient Variance Reduction by Solving a Filtering Problem by Xingyi Yang
12-23-2020	On Calibration of Scene-Text Recognition Models by Ron Slossberg et al
12-22-2020	FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations by Yichi Zhang et al
12-24-2020	AttentionDDI: Siamese Attention-based Deep Learning method for drug-drug interaction predictions by Kyriakos Schwarz et al
12-23-2020	Analyzing Representations inside Convolutional Neural Networks by Uday Singh Saini et al
12-22-2020	This is not the Texture you are looking for! Introducing Novel Counterfactual Explanations for Non-Experts using Generative Adversarial Learning by Silvan Mertes et al
12-23-2020	GANDA: A deep generative adversarial network predicts the spatial distribution of nanoparticles in tumor pixelly by Jiulou Zhang et al
12-23-2020	The Translucent Patch: A Physical and Universal Attack on Object Detectors by Alon Zolfi et al
12-22-2020	Personalized Adaptive Meta Learning for Cold-start User Preference Prediction by Runsheng Yu et al
12-24-2020	A Regret bound for Non-stationary Multi-Armed Bandits with Fairness Constraints by Shaarad A. R et al
12-22-2020	Prediction of Chronic Kidney Disease Using Deep Neural Network by Iliyas Ibrahim Iliyas et al
12-22-2020	Drug-Target Interaction Prediction via an Ensemble of Weighted Nearest Neighbors with Interaction Recovery by Bin Liu et al
12-22-2020	Image to Bengali Caption Generation Using Deep CNN and Bidirectional Gated Recurrent Unit by Al Momin Faruk et al
12-24-2020	Pain Assessment based on fNIRS using Bidirectional LSTMs by Raul Fernandez Rojas et al
12-23-2020	Eurythmic Dancing with Plants -- Measuring Plant Response to Human Body Movement in an Anthroposophic Environment by Sebastian Duerr et al
12-22-2020	On Frank-Wolfe Optimization for Adversarial Robustness and Interpretability by Theodoros Tsiligkaridis et al
12-22-2020	Hybrid FL: Algorithms and Implementation by Xinwei Zhang et al
12-23-2020	A Modern Analysis of Hutchinsons Trace Estimator by Maciej Skorski
12-22-2020	Domain Adaptation of NMT models for English-Hindi Machine Translation Task at AdapMT ICON 2020 by Ramchandra Joshi et al
12-22-2020	Objective Evaluation of Deep Uncertainty Predictions for COVID-19 Detection by Hamzeh Asgharnezhad et al
12-22-2020	Towards Histopathological Stain Invariance by Unsupervised Domain Augmentation using Generative Adversarial Networks by Jelica Vasiljević et al
12-22-2020	Fast Fluid Simulations in 3D with Physics-Informed Deep Learning by Nils Wandel et al
12-22-2020	Gaussian Process Regression constrained by Boundary Value Problems by Mamikon Gulian et al
12-22-2020	Interpreting Deep Learning Models for Epileptic Seizure Detection on EEG signals by Valentin Gabeff et al
12-23-2020	Learning with Retrospection by Xiang Deng et al
12-23-2020	AutonoML: Towards an Integrated Framework for Autonomous Machine Learning by David Jacob Kedziora et al
12-24-2020	Exploring Adversarial Examples via Invertible Neural Networks by Ruqi Bai et al
12-22-2020	Global Models for Time Series Forecasting: A Simulation Study by Hansika Hewamalage et al
12-23-2020	Learning emergent PDEs in a learned emergent space by Felix P. Kemeth et al
12-23-2020	Active Deep Learning on Entity Resolution by Risk Sampling by Youcef Nafa et al
12-22-2020	A Second-Order Approach to Learning with Instance-Dependent Label Noise by Zhaowei Zhu et al
12-22-2020	Improving Sample and Feature Selection with Principal Covariates Regression by Rose K. Cersonsky et al
12-23-2020	Automated Lay Language Summarization of Biomedical Scientific Reviews by Yue Guo et al
12-24-2020	RBM-Flow and D-Flow: Invertible Flows with Discrete Energy Base Spaces by Daniel O'Connor et al
12-23-2020	High-Dimensional Bayesian Optimization via Tree-Structured Additive Models by Eric Han et al
12-22-2020	Fast and Accurate kk-means++ via Rejection Sampling by Vincent Cohen-Addad et al
12-23-2020	K-Means Kernel Classifier by M. Andrecut
12-23-2020	On Using Classification Datasets to Evaluate Graph Outlier Detection: Peculiar Observations and New Insights by Lingxiao Zhao et al
12-24-2020	Upper Confidence Bounds for Combining Stochastic Bandits by Ashok Cutkosky et al
12-22-2020	Selective Forgetting of Deep Networks at a Finer Level than Samples by Tomohiro Hayase et al
12-22-2020	Fractal Dimension Generalization Measure by Valeri Alexiev
12-24-2020	An Active Learning Method for Diabetic Retinopathy Classification with Uncertainty Quantification by Muhammad Ahtazaz Ahsan et al
12-23-2020	Commission Fee is not Enough: A Hierarchical Reinforced Framework for Portfolio Management by Rundong Wang et al
12-22-2020	Projection-Free Bandit Optimization with Privacy Guarantees by Alina Ene et al
12-23-2020	Comparison of Privacy-Preserving Distributed Deep Learning Methods in Healthcare by Manish Gawali et al
12-24-2020	Deep Semi-Supervised Embedded Clustering (DSEC) for Stratification of Heart Failure Patients by Oliver Carr et al
12-24-2020	Leave Zero Out: Towards a No-Cross-Validation Approach for Model Selection by Weikai Li et al
12-23-2020	Compliance Generation for Privacy Documents under GDPR: A Roadmap for Implementing Automation and Machine Learning by David Restrepo Amariles et al
12-22-2020	Generative Interventions for Causal Learning by Chengzhi Mao et al
12-23-2020	Wheel-Rail Interface Condition Estimation (W-RICE) by Sundar Shrestha et al
12-23-2020	Second-Moment Loss: A Novel Regression Objective for Improved Uncertainties by Joachim Sicking et al
12-24-2020	A Survey on Spatial and Spatiotemporal Prediction Methods by Zhe Jiang
12-22-2020	The Life and Death of SSDs and HDDs: Similarities, Differences, and Prediction Models by Riccardo Pinciroli et al
12-24-2020	Sensitivity -- Local Index to Control Chaoticity or Gradient Globally by Katsunari Shibata et al
12-22-2020	Group-Aware Robot Navigation in Crowded Environments by Kapil Katyal et al
12-24-2020	On Batch Normalisation for Approximate Bayesian Inference by Jishnu Mukhoti et al
12-24-2020	Learning Vehicle Routing Problems using Policy Optimisation by Nasrin Sultana et al
12-23-2020	AsymptoticNG: A regularized natural gradient optimization algorithm with look-ahead strategy by Zedong Tang et al
12-23-2020	Decentralized Federated Learning via Mutual Knowledge Transfer by Chengxi Li et al
12-22-2020	Mixture Model Framework for Traumatic Brain Injury Prognosis Using Heterogeneous Clinical and Outcome Data by Alan D. Kaplan et al
12-23-2020	Efficient Continual Learning with Modular Networks and Task-Driven Priors by Tom Veniat et al
12-23-2020	Semi-Supervised Node Classification on Graphs: Markov Random Fields vs. Graph Neural Networks by Binghui Wang et al
12-24-2020	Variational Determinant Estimation with Spherical Normalizing Flows by Simon Passenheim et al
12-23-2020	Representing Partial Programs with Blended Abstract Semantics by Maxwell Nye et al
12-23-2020	Adaptive Precision Training for Resource Constrained Devices by Tian Huang et al
12-24-2020	Grapth Theory in the Classification of Information Systems by Daniel Zentai
12-23-2020	Learned Indexes for a Google-scale Disk-based Database by Hussam Abu-Libdeh et al
12-23-2020	BENN: Bias Estimation Using Deep Neural Network by Amit Giloni et al
12-22-2020	Unbiased Subdata Selection for Fair Classification: A Unified Framework and Scalable Algorithms by Qing Ye et al

12-23-2020	Learning the Gap in the Day-Ahead and Real-Time Locational Marginal Prices in the Electricity Market by Nika Nizharadze et al
12-23-2020	Gradient-Free Adversarial Attacks for Bayesian Neural Networks by Matthew Yuan et al
12-22-2020	Probabilistic Outlier Detection and Generation by Stefano Giovanni Rizzo et al
12-24-2020	A Hybrid Bandit Framework for Diversified Recommendation by Qinxu Ding et al
12-22-2020	Partial Identifiability in Discrete Data With Measurement Error by Noam Finkelstein et al
12-23-2020	IFGAN: Missing Value Imputation using Feature-specific Generative Adversarial Networks by Wei Qiu et al
12-22-2020	Learning to Initialize Gradient Descent Using Gradient Descent by Kartik Ahuja et al
12-23-2020	Matrix optimization based Euclidean embedding with outliers by Qian Zhang et al
12-22-2020	Is the brain macroscopically linear? A system identification of resting state dynamics by Erfan Nozari et al
12-22-2020	A Hierarchical Reasoning Graph Neural Network for The Automatic Scoring of Answer Transcriptions in Video Job Interviews by Kai Chen et al
12-22-2020	C-Watcher: A Framework for Early Detection of High-Risk Neighborhoods Ahead of COVID-19 Outbreak by Congxi Xiao et al
12-22-2020	Learning to Retrieve Entity-Aware Knowledge and Generate Responses with Copy Mechanism for Task-Oriented Dialogue Systems by Chao-Hong Tan et al
12-22-2020	Unsupervised Functional Data Analysis via Nonlinear Dimension Reduction by Moritz Herrmann et al
12-23-2020	Motif-Driven Contrastive Learning of Graph Representations by Shichang Zhang et al
12-22-2020	Data Assimilation in the Latent Space of a Neural Network by Maddalena Amendola et al
12-23-2020	Probabilistic Iterative Methods for Linear Systems by Jon Cockayne et al
12-22-2020	Projected Stochastic Gradient Langevin Algorithms for Constrained Sampling and Non-Convex Learning by Andrew Lamperski
12-22-2020	Evolutionary Variational Optimization of Generative Models by Jakob Drefs et al
12-22-2020	MetaAugment: Sample-Aware Data Augmentation Policy Learning by Fengwei Zhou et al
12-22-2020	High-Speed Robot Navigation using Predicted Occupancy Maps by Kapil D. Katyal et al
12-22-2020	Autonomous Charging of Electric Vehicle Fleets to Enhance Renewable Generation Dispatchability by Reza Bayani et al
12-22-2020	Unsupervised Machine learning methods for city vitality index by Jean-Sébastien Dessureault et al
12-22-2020	Unbiased Gradient Estimation for Distributionally Robust Learning by Soumyadip Ghosh et al
12-22-2020	Fundamental Limits on the Maximum Deviations in Control Systems: How Short Can Distribution Tails be Made by Feedback? by Song Fang et al
12-22-2020	Autonomous sPOMDP Environment Modeling With Partial Model Exploitation by Andrew Wilhelm et al
12-22-2020	A Survey of Methods for Managing the Classification and Solution of Data Imbalance Problem by Khan Md. Hasib et al
12-22-2020	Generating Long-term Continuous Multi-type Generation Profiles using Generative Adversarial Network by Ming Dong
12-23-2020	Causal Inference Using Linear Time-Varying Filters with Additive Noise by Kang Du et al