2021.12.27 Learning papers

12-21-2021	StyleSDF: High-Resolution 3D-Consistent Image and Geometry Generation by Roy Or-El et al
12-21-2021	Deep Learning and Earth Observation to Support the Sustainable Development Goals by Claudio Persello et al
12-22-2021	Squareplus: A Softplus-Like Algebraic Rectifier by Jonathan T. Barron
12-22-2021	Beyond Low Earth Orbit: Biological Research, Artificial Intelligence, and Self-Driving Labs by Lauren M. Sanders et al
12-22-2021	Beyond Low Earth Orbit: Biomonitoring, Artificial Intelligence, and Precision Space Health by Ryan T. Scott et al
12-23-2021	Learning Cooperative Multi-Agent Policies with Partial Reward Decoupling by Benjamin Freed et al
12-21-2021	Implicit Neural Video Compression by Yunfan Zhang et al
12-23-2021	Sparse-softmax: A Simpler and Faster Alternative Softmax Transformation by Shaoshi Sun et al
12-21-2021	Max-Margin Contrastive Learning by Anshul Shah et al
12-22-2021	Algorithmic Probability of Large Datasets and the Simplicity Bubble Problem in Machine Learning by Felipe S. Abrahão et al
12-21-2021	More is Less: Inducing Sparsity via Overparameterization by Hung-Hsu Chou et al
12-23-2021	Optimal and instance-dependent guarantees for Markovian linear stochastic approximation by Wenlong Mou et al
12-22-2021	Graph augmented Deep Reinforcement Learning in the GameRLand3D environment by Edward Beeching et al
12-23-2021	Decentralized Multi-Task Stochastic Optimization With Compressed Communications by Navjot Singh et al
12-23-2021	Equivariance and generalization in neural networks by Srinath Bulusu et al
12-21-2021	Preserving gauge invariance in neural networks by Matteo Favoni et al
12-23-2021	3D Skeleton-based Few-shot Action Recognition with JEANIE is not so Na\ive by Lei Wang et al
12-23-2021	Generalization capabilities of neural networks in lattice applications by Srinath Bulusu et al
12-23-2021	PyCIL: A Python Toolbox for Class-Incremental Learning by Da-Wei Zhou et al
12-22-2021	Revisiting Transformation Invariant Geometric Deep Learning: Are Initial Representations All You Need? by Ziwei Zhang et al
12-23-2021	Distilling the Knowledge of Romanian BERTs Using Multiple Teachers by Andrei-Marius Avram et al
12-22-2021	How Should Pre-Trained Language Models Be Fine-Tuned Towards Adversarial Robustness? by Xinhsuai Dong et al
12-21-2021	Deep Learning Based Cloud Cover Parameterization for ICON by Arthur Grundner et al
12-21-2021	INTRPRT: A Systematic Review of and Guidelines for Designing and Validating Transparent AI in Medical Image Analysis by Haomin Chen et al
12-22-2021	A Survey of Natural Language Generation by Chenhe Dong et al
12-22-2021	DRF Codes: Deep SNR-Robust Feedback Codes by Mahdi Boloursaz Mashhadi et al
12-22-2021	On Asymptotic Linear Convergence of Projected Gradient Descent for Constrained Least Squares by Trung Vu et al
12-21-2021	A Deep Reinforcement Learning Approach for Solving the Traveling Salesman Problem with Drone by Aigerim Bogyrbayeva. Taehyun Yoon et al
12-21-2021	Doubly-Valid/Doubly-Sharp Sensitivity Analysis for Causal Inference with Unmeasured Confounding by Jacob Dorn et al
12-21-2021	Deep Reinforcement Learning for Optimal Power Flow with Renewables Using Spatial-Temporal Graph Information by Jinhao Li et al
12-23-2021	SeMask: Semantically Masked Transformers for Semantic Segmentation by Jitesh Jain et al
12-23-2021	A Survey of Near-Data Processing Architectures for Neural Networks by Mehdi Hassanpour et al
12-22-2021	Domain Adaptation with Pre-trained Transformers for Query Focused Abstractive Text Summarization by Md Tahmid Rahman Laskar et al
12-21-2021	Aerial Base Station Positioning and Power Control for Securing Communications: A Deep Q-Network Approach by Aly Sabri Abdalla et al
12-22-2021	RepBin: Constraint-based Graph Representation Learning for Metagenomic Binning by Hansheng Xue et al
12-22-2021	Learning with distributional inverters by Eric Binnendyk et al
12-21-2021	Physics-informed neural network method for modelling beam-wall interactions by Kazuhiro Fujita
12-21-2021	Morphological classifiers by É. O. Rodrigues et al
12-23-2021	Optimal learning of high-dimensional classification problems using deep neural networks by Philipp Petersen et al
12-22-2021	The Importance of the Current Input in Sequence Modeling by Christian Oliva et al
12-23-2021	A Practical Data-Free Approach to One-shot Federated Learning with Heterogeneity by Jie Zhang et al
12-21-2021	PrimSeq: a deep learning-based pipeline to quantitate rehabilitation training by Avinash Parnandi et al
12-21-2021	Deep Learning Based 3D Point Cloud Regression for Estimating Forest Biomass by Stefan Oehmcke et al
12-22-2021	Selective Multiple Power Iteration: from Tensor PCA to gradient-based exploration of landscapes by Mohamed Ouerfelli et al
12-22-2021	Statistical Feature-based Personal Information Detection in Mobile Network Traffic by Shuang Zhao et al
12-23-2021	Using Sequential Statistical Tests to Improve the Performance of Random Search in hyperparameter Tuning by Philip Buczak et al
12-23-2021	Adaptive Modeling Against Adversarial Attacks by Zhiwen Yan et al
12-22-2021	Model Selection in Batch Policy Optimization by Jonathan N. Lee et al
12-22-2021	Batch Processing and Data Streaming Fourier-based Convolutional Neural Network Accelerator by Zibo Hu et al
12-23-2021	Local Advantage Networks for Cooperative Multi-Agent Reinforcement Learning by Raphaël Avalos et al
12-21-2021	A Theoretical View of Linear Backpropagation and Its Convergence by Ziang Li et al
12-21-2021	Latent Space Simulation for Carbon Capture Design Optimization by Brian Bartoldson et al
12-21-2021	Voice Quality and Pitch Features in Transformer-Based Speech Recognition by Guillermo Cámbara et al
12-23-2021	Attentive Multi-View Deep Subspace Clustering Net by Run-kun Lu et al
12-21-2021	Towards a Science of Human-AI Decision Making: A Survey of Empirical Studies by Vivian Lai et al
12-21-2021	An Inference Approach To Question Answering Over Knowledge Graphs by Aayushee Gupta et al
12-21-2021	Supervised Graph Contrastive Pretraining for Text Classification by Samujjwal Ghosh et al
12-22-2021	Machine learning nonequilibrium electron forces for adiabatic spin dynamics by Puhan Zhang et al
12-22-2021	Lifting Symmetry Breaking Constraints with Inductive Logic Programming by Alice Tarzariol et al
12-23-2021	Revisiting and Advancing Fast Adversarial Training Through The Lens of Bi-Level Optimization by Yihua Zhang et al
12-21-2021	Learned ISTA with Error-based Thresholding for Adaptive Sparse Coding by Ziang Li et al
12-21-2021	Value Activation for Bias Alleviation: Generalized-activated Deep Double Deterministic Policy Gradients by Jiafei Lyu et al
12-23-2021	Assessing the Impact of Attention and Self-Attention Mechanisms on the Classification of Skin Lesions by Rafael Pedro et al
12-23-2021	Integrating Material Selection with Design Optimization via Neural Networks by Aaditya Chandrasekhar et al
12-21-2021	Toward Explainable AI for Regression Models by Simon Letzgus et al
12-23-2021	Latent Time Neural Ordinary Differential Equations by Srinivas Anumasa et al
12-21-2021	An Attention Score Based Attacker for Black-box NLP Classifier by Yueyang Liu et al
12-22-2021	Safety and Liveness Guarantees through Reach-Avoid Reinforcement Learning by Kai-Chieh Hsu et al
12-21-2021	Can We Use Neural Regularization to Solve Depth Super-Resolution? by Milena Gazdieva et al
12-23-2021	Your Face Mirrors Your Deepest Beliefs-Predicting Personality and Morals through Facial Emotion Recognition by P. A. Gloor et al
12-23-2021	Self-supervised Representation Learning of Neuronal Morphologies by Marissa A. Weis et al
12-21-2021	Distributed Machine Learning and the Semblance of Trust by Dmitrii Usynin et al
12-21-2021	Geometry-Aware Unsupervised Domain Adaptation by You-Wei Luo et al
12-22-2021	LAME: Layout Aware Metadata Extraction Approach for Research Articles by Jongyun Choi et al
12-22-2021	Maximum Entropy on Erroneous Predictions (MEEP): Improving model calibration for medical image segmentation by Agostina Larrazabal et al
12-23-2021	Improving Robustness and Uncertainty Modelling in Neural Ordinary Differential Equations by Srinivas Anumasa et al
12-22-2021	ML4CO: Is GCNN All You Need? Graph Convolutional Neural Networks Produce Strong Baselines For Combinatorial Optimization Problems, If Tuned and Trained Properly, on Appropriate Data by Amin Banitalebi-Dehkordi et al
12-21-2021	Mapping industrial poultry operations at scale with deep learning and aerial imagery by Caleb Robinson et al
12-22-2021	MC-DGCNN: A Novel DNN Architecture for Multi-Category Point Set Classification by Majid Farhadloo et al
12-22-2021	Learning with Proper Partial Labels by Zhenguo Wu et al
12-21-2021	Convolutional neural network based on transfer learning for breast cancer screening by Hussin Ragb et al
12-22-2021	Physics Constrained Flow Neural Network for Short-Timescale Predictions in Data Communications Networks by Xiangle Cheng et al
12-23-2021	Manifold Learning Benefits GANs by Yao Ni et al
12-23-2021	Forward Composition Propagation for Explainable Neural Reasoning by Isel Grau et al
12-23-2021	Integrating Quantum Processor Device and Control Optimization in a Gradient-based Framework by Xiaotong Ni et al
12-21-2021	Machine Learning Emulation of Urban Land Surface Processes by David Meyer et al
12-21-2021	AutoCTS: Automated Correlated Time Series Forecasting -- Extended Version by Xinle Wu et al
12-22-2021	Catch Me If You GAN: Using Artificial Intelligence for Fake Log Generation by Christian Toemmel
12-22-2021	Few-Shot Object Detection: A Survey by Mona Köhler et al
12-22-2021	Simple and Effective Balance of Contrastive Losses by Arnaud Sors et al
12-23-2021	Curriculum Learning for Safe Mapless Navigation by Luca Marzari et al
12-21-2021	Exploring Credibility Scoring Metrics of Perception Systems for Autonomous Driving by Viren Khandal et al
12-21-2021	RepMLPNet: Hierarchical Vision MLP with Re-parameterized Locality by Xiaohan Ding et al
12-23-2021	Mitigating Leakage from Data Dependent Communications in Decentralized Computing using Differential Privacy by Riad Ladjel et al
12-22-2021	Towards Malicious address identification in Bitcoin by Deepesh Chaudhari et al
12-21-2021	Explanation of Machine Learning Models Using Shapley Additive Explanation and Application for Real Data in Hospital by Yasunobu Nohara et al
12-21-2021	Identifying Mixtures of Bayesian Network Distributions by Spencer L. Gordon et al
12-23-2021	Hierarchical Multi-Building And Multi-Floor Indoor Localization Based On Recurrent Neural Networks by Abdalla Elmokhtar Ahmed Elesawi et al
12-22-2021	The Universal ℓpℓp-Metric on Merge Trees by Robert Cardona et al
12-22-2021	FLoBC: A Decentralized Blockchain-Based Federated Learning Framework by Mohamed Ghanem et al
12-21-2021	Sentence Embeddings and High-speed Similarity Search for Fast Computer Assisted Annotation of Legal Documents by Hannes Westermann et al
12-22-2021	Simple and near-optimal algorithms for hidden stratification and multi-group learning by Christopher Tosh et al
12-21-2021	PONet: Robust 3D Human Pose Estimation via Learning Orientations Only by Jue Wang et al
12-22-2021	Improving the Efficiency of Off-Policy Reinforcement Learning by Accounting for Past Decisions by Brett Daley et al
12-22-2021	Automatic Estimation of Anthropometric Human Body Measurements by Dana Škorvánková et al
12-22-2021	Analysis of ECG data to detect Atrial Fibrillation by Arjun Sridharkumar et al
12-22-2021	A Robust Initialization of Residual Blocks for Effective ResNet Training without Batch Normalization by Enrico Civitelli et al
12-21-2021	An Alternate Policy Gradient Estimator for Softmax Policies by Shivam Garg et al
12-23-2021	The Impact of Missing Velocity Information in Dynamic Obstacle Avoidance based on Deep Reinforcement Learning by Fabian Hart et al
12-22-2021	Surrogate Likelihoods for Variational Annealed Importance Sampling by Martin Jankowiak et al
12-23-2021	Explainable Artificial Intelligence Methods in Combating Pandemics: A Systematic Review by Felipe Giuste et al
12-21-2021	NN2Poly: A polynomial representation for deep feed-forward artificial neural networks by Pablo Morala et al
12-21-2021	SkipNode: On Alleviating Over-smoothing for Deep Graph Convolutional Networks by Weigang Lu et al
12-21-2021	Covert Communications via Adversarial Machine Learning and Reconfigurable Intelligent Surfaces by Brian Kim et al
12-21-2021	High pressure hydrogen by machine learning and quantum Monte Carlo by Andrea Tirelli et al
12-21-2021	Preprocessing in Inductive Logic Programming by Brad Hunter
12-21-2021	A Scalable Deep Reinforcement Learning Model for Online Scheduling Coflows of Multi-Stage Jobs for High Performance Computing by Xin Wang et al
12-21-2021	Analytical Modelling of Exoplanet Transit Specroscopy with Dimensional Analysis and Symbolic Regression by Konstantin T. Matchev et al
12-22-2021	Community Detection in Medical Image Datasets: Using Wavelets and Spectral Methods by Roozbeh Yousefzadeh
12-21-2021	ANUBIS: A Provenance Graph-Based Framework for Advanced Persistent Threat Detection by Md. Monowar Anjum et al
12-22-2021	Meta-Learning and Self-Supervised Pretraining for Real World Image Translation by Ileana Rugina et al
12-21-2021	FedPOIRec: Privacy Preserving Federated POI Recommendation with Social Influence by Vasileios Perifanis et al
12-21-2021	Do Androids Dream of Electric Fences? Safety-Aware Reinforcement Learning with Latent Shielding by Peter He et al
12-22-2021	Evaluating the Robustness of Deep Reinforcement Learning for Autonomous and Adversarial Policies in a Multi-agent Urban Driving Environment by Aizaz Sharif et al
12-23-2021	Modeling Implicit Bias with Fuzzy Cognitive Maps by Gonzalo Nápoles et al
12-21-2021	Multigoal-oriented dual-weighted-residual error estimation using deep neural networks by Ayan Chakraborty et al

12-22-2021	Nonnegative OPLS for Supervised Design of Filter Banks: Application to Image and Audio Feature Extraction by Sergio Muñoz-Romero et al
12-21-2021	Dynamically Stable Poincar\e Embeddings for Neural Manifolds by Jun Chen et al
12-23-2021	FourierMask: Instance Segmentation using Fourier Mapping in Implicit Neural Networks by Hamd ul Moqeet Riaz et al
12-21-2021	Accelerated Proximal Alternating Gradient-Descent-Ascent for Nonconvex Minimax Machine Learning by Ziyi Chen et al
12-22-2021	Human Activity Recognition on wrist-worn accelerometers using self-supervised neural networks by Niranjan Sridhar et al
12-21-2021	Soft Actor-Critic with Cross-Entropy Policy Optimization by Zhenyang Shi et al
12-23-2021	Comprehensive Movie Recommendation System by Hrisav Bhowmick et al
12-21-2021	Offloading Algorithms for Maximizing Inference Accuracy on Edge Device Under a Time Constraint by Andrea Fresa et al
12-21-2021	Adversarial Gradient Driven Exploration for Deep Click-Through Rate Prediction by Kailun Wu et al
12-22-2021	Direct Behavior Specification via Constrained Reinforcement Learning by Julien Roy et al
12-22-2021	A Unified Analysis Method for Online Optimization in Normed Vector Space by Qingxin Meng et al
12-21-2021	Extending CLIP for Category-to-image Retrieval in E-commerce by Mariya Hendriksen et al
12-23-2021	AcME -- Accelerated Model-agnostic Explanations: Fast Whitening of the Machine-Learning Black Box by David Dandolo et al
12-22-2021	ProBF: Learning Probabilistic Safety Certificates with Barrier Functions by Sulin Liu et al
12-21-2021	Synthetic Data and Simulators for Recommendation Systems: Current State and Future Directions by Adam Lesnikowski et al
12-21-2021	VW-SDK: Efficient Convolutional Weight Mapping Using Variable Windows for Processing-In-Memory Architectures by Johnny Rhe et al
12-22-2021	Detect & Reject for Transferability of Black-box Adversarial Attacks Against Network Intrusion Detection Systems by Islam Debicha et al
12-21-2021	Teacher-Student Architecture for Mixed Supervised Lung Tumor Segmentation by Vemund Fredriksen et al
12-21-2021	Decompose the Sounds and Pixels, Recompose the Events by Varshanth R. Rao et al
12-21-2021	Adversarial Neural Networks for Error Correcting Codes by Hung T. Nguyen et al
12-22-2021	Continual learning of longitudinal health records by J. Armstrong et al
12-23-2021	Prolog-based agnostic explanation module for structured pattern classification by Gonzalo Nápoles et al
12-22-2021	Neuroevolution deep learning architecture search for estimation of river surface elevation from photogrammetric Digital Surface Models by Radosław Szostak et al
12-22-2021	Regularized Multivariate Analysis Framework for Interpretable High-Dimensional Variable Selection by Sergio Muñoz-Romero et al
12-21-2021	Discrete fully probabilistic design: a tool to design control policies from examples by Enrico Ferrentino et al
12-22-2021	Emulation of greenhouse-gas sensitivities using variational autoencoders by Laura Cartwright et al
12-21-2021	The Phonetic Footprint of Parkinsons Disease by Philipp Klumpp et al
12-21-2021	Developing and Validating Semi-Markov Occupancy Generative Models: A Technical Report by Soumya Kundu et al
12-21-2021	Noise-injected analog Ising machines enable ultrafast statistical sampling and machine learning by Fabian Böhm et al
12-21-2021	Mining Drifting Data Streams on a Budget: Combining Active Learning with Self-Labeling by Łukasz Korycki et al
12-21-2021	A Convergent ADMM Framework for Efficient Neural Network Training by Junxiang Wang et al
12-21-2021	A Pilot Study on Detecting Unfairness in Human Decisions With Machine Learning Algorithmic Bias Detection by Zhe Yu et al
12-21-2021	Tackling System and Statistical Heterogeneity for Federated Learning with Adaptive Client Sampling by Bing Luo et al
12-22-2021	Investigating Neighborhood Modeling and Asymmetry Preservation in Digraph Representation Learning by Honglu Zhou et al
12-21-2021	On the Adversarial Robustness of Causal Algorithmic Recourse by Ricardo Dominguez-Olmedo et al
12-22-2021	Classifier Data Quality: A Geometric Complexity Based Method for Automated Baseline And Insights Generation by George Kour et al
12-22-2021	MECATS: Mixture-of-Experts for Quantile Forecasts of Aggregated Time Series by Xing Han et al
12-21-2021	Multiple Imputation via Generative Adversarial Network for High-dimensional Blockwise Missing Value Problems by Zongyu Dai et al
12-22-2021	Decentralized Task Offloading in Edge Computing: A Multi-User Multi-Armed Bandit Approach by Xiong Wang et al
12-22-2021	Evaluating categorical encoding methods on a real credit card fraud detection database by François de la Bourdonnaye et al
12-22-2021	End to End Software Engineering Research by Idan Amit
12-22-2021	Movie Recommender System using critic consensus by A Nayan Varma et al
12-21-2021	Neural Echo State Network using oscillations of gas bubbles in water: Computational validation by Mackey-Glass time series forecasting by Ivan S. Maksymov et al
12-21-2021	Hierarchical Over-the-Air Federated Edge Learning by Ozan Aygün et al
12-21-2021	On-the-fly Resource-Aware Model Aggregation for Federated Learning in Heterogeneous Edge by Hung T. Nguyen et al
12-21-2021	MIA-Former: Efficient and Robust Vision Transformers via Multi-grained Input-Adaptation by Zhongzhi Yu et al
12-22-2021	Neural-Symbolic Integration for Interactive Learning and Conceptual Grounding by Benedikt Wagner et al
12-22-2021	SOLIS -- The MLOps journey from data acquisition to actionable insights by Razvan Ciobanu et al
12-22-2021	Robust learning of data anomalies with analytically-solvable entropic outlier sparsification by Illia Horenko
12-22-2021	FedLGA: Towards System-Heterogeneity of Federated Learning via Local Gradient Approximation by Xingyu Li et al
12-22-2021	Generating Synthetic Mixed-type Longitudinal Electronic Health Records for Artificial Intelligent Applications by Jin Li et al
12-22-2021	Combinations of Adaptive Filters by Jerónimo Arenas-García et al
12-21-2021	GCoD: Graph Convolutional Network Acceleration via Dedicated Algorithm and Accelerator Co-Design by Haoran You et al
12-22-2021	Machine Learning for Computational Science and Engineering -- a brief introduction and some critical questions by Chennakesava Kadapa
12-22-2021	Newsvendor Model with Deep Reinforcement Learning by Dylan K. Goetting
12-21-2021	Learning Positional Embeddings for Coordinate-MLPs by Sameera Ramasinghe et al
12-21-2021	Collaborative adversary nodes learning on the logs of IoT devices in an IoT network by Sandhya Aneja et al
12-21-2021	Off Environment Evaluation Using Convex Risk Minimization by Pulkit Katdare et al
12-21-2021	Combining Minkowski and Chebyshev: New distance proposal and survey of distance metrics using k-nearest neighbours classifier by Érick Oliveira Rodrigues
12-21-2021	Practical Active Learning with Model Selection for Small Data by Maryam Pardakhti et al
12-22-2021	How Much of the Chemical Space Has Been Covered? Measuring and Improving the Variety of Candidate Set in Molecular Generation by Yutong Xie et al