2021.1.11 Learning papers

 

01-06-2021

Coding for Distributed Multi-Agent Reinforcement Learning
by Baoqian Wang et al

01-07-2021

Information-theoretic bounds on quantum advantage in machine learning
by Hsin-Yuan Huang et al

01-07-2021

Adversarial Machine Learning for 5G Communications Security
by Yalin E. Sagduyu et al

01-05-2021

AutoDropout: Learning Dropout Patterns to Regularize Deep Networks
by Hieu Pham et al

01-07-2021

Distribution-Free, Risk-Controlling Prediction Sets
by Stephen Bates et al

01-07-2021

An automated machine learning-genetic algorithm (AutoML-GA) approach for efficient simulation-driven engine design optimization
by Opeoluwa Owoyele et al

01-06-2021

Adversarial Robustness by Design through Analog Computing and Synthetic Gradients
by Alessandro Cappelli et al

01-07-2021

Machine learning dismantling and early-warning signals of disintegration in complex systems
by Marco Grassia et al

01-07-2021

The Distracting Control Suite -- A Challenging Benchmark for Reinforcement Learning from Pixels
by Austin Stone et al

01-05-2021

Recurrent Neural Networks for Stochastic Control Problems with Delay
by Jiequn Han et al

01-07-2021

Self-Attention Based Context-Aware 3D Object Detection
by Prarthana Bhattacharyya et al

01-07-2021

Few-Shot Learning with Class Imbalance
by Mateusz Ochal et al

01-06-2021

Predicting Forest Fire Using Remote Sensing Data And Machine Learning
by Suwei Yang et al

01-06-2021

User Ex Machina : Simulation as a Design Probe in Human-in-the-Loop Text Analytics
by Anamaria Crisan et al

01-06-2021

Curriculum-Meta Learning for Order-Robust Continual Relation Extraction
by Tongtong Wu et al

01-07-2021

Robust Text CAPTCHAs Using Adversarial Examples
by Rulin Shao et al

01-06-2021

Connecting ansatz expressibility to gradient magnitudes and barren plateaus
by Zoë Holmes et al

01-05-2021

An A* Curriculum Approach to Reinforcement Learning for RGBD Indoor Robot Navigation
by Kaushik Balakrishnan et al

01-06-2021

OAAE: Adversarial Autoencoders for Novelty Detection in Multi-modal Normality Case via Orthogonalized Latent Space
by Sungkwon An et al

01-05-2021

Support Vector Machine and YOLO for a Mobile Food Grading System
by Lili Zhu et al

01-07-2021

Active learning for object detection in high-resolution satellite images
by Alex Goupilleau et al

01-08-2021

Predicting Semen Motility using three-dimensional Convolutional Neural Networks
by Priyansi et al

01-07-2021

MSED: a multi-modal sleep event detection model for clinical sleep analysis
by Alexander Neergaard Olesen et al

01-06-2021

Hyperboost: Hyperparameter Optimization by Gradient Boosting surrogate models
by Jeroen van Hoof et al

01-06-2021

Exploring Text-transformers in AAAI 2021 Shared Task: COVID-19 Fake News Detection in English
by Xiangyang Li et al

01-07-2021

Active Screening for Recurrent Diseases: A Reinforcement Learning Approach
by Han-Ching Ou et al

01-07-2021

Boundary Conditions for Linear Exit Time Gradient Trajectories Around Saddle Points: Analysis and Algorithm
by Rishabh Dixit et al

01-06-2021

Learning Temporal Dynamics from Cycles in Narrated Video
by Dave Epstein et al

01-07-2021

Eth2Vec: Learning Contract-Wide Code Representations for Vulnerability Detection on Ethereum Smart Contracts
by Nami Ashizawa et al

01-07-2021

On the Convergence of Tsetlin Machines for the XOR Operator
by Lei Jiao et al

01-07-2021

Safety-Oriented Pedestrian Motion and Scene Occupancy Forecasting
by Katie Luo et al

01-06-2021

A Note on Rough Set Algebra and Core Regular Double Stone Algebras
by Daniel J. Clouse

01-05-2021

On the Control of Attentional Processes in Vision
by John K. Tsotsos et al

01-06-2021

Learn Dynamic-Aware State Embedding for Transfer Learning
by Kaige Yang

01-05-2021

A Priori Generalization Analysis of the Deep Ritz Method for Solving High Dimensional Elliptic Equations
by Jianfeng Lu et al

01-07-2021

The Nonconvex Geometry of Linear Inverse Problems
by Armin Eftekhari et al

01-07-2021

Homonym Identification using BERT -- Using a Clustering Approach
by Rohan Saha

01-05-2021

Constrained Block Nonlinear Neural Dynamical Models
by Elliott Skomski et al

01-05-2021

Explainable AI and Adoption of Algorithmic Advisors: an Experimental Study
by Daniel Ben David et al

01-06-2021

Model Extraction and Defenses on Generative Adversarial Networks
by Hailong Hu et al

01-06-2021

Provably Efficient Reinforcement Learning with Linear Function Approximation Under Adaptivity Constraints
by Tianhao Wang et al

01-06-2021

Federated Learning over Noisy Channels: Convergence Analysis and Design Examples
by Xizixiang Wei et al

01-05-2021

TGCN: Time Domain Graph Convolutional Network for Multiple Objects Tracking
by Jie Zhang

01-07-2021

From Learning to Relearning: A Framework for Diminishing Bias in Social Robot Navigation
by Juana Valeria Hurtado et al

01-07-2021

CoachNet: An Adversarial Sampling Approach for Reinforcement Learning
by Elmira Amirloo Abolfathi et al

01-07-2021

Simplified DOM Trees for Transferable Attribute Extraction from the Web
by Yichao Zhou et al

01-05-2021

Density Compensated Unrolled Networks for Non-Cartesian MRI Reconstruction
by Zaccharie Ramzi et al

01-07-2021

SHARKS: Smart Hacking Approaches for RisK Scanning in Internet-of-Things and Cyber-Physical Systems based on Machine Learning
by Tanujay Saha et al

01-06-2021

DeepPoison: Feature Transfer Based Stealthy Poisoning Attack
by Jinyin Chen et al

01-05-2021

Reinforcement Learning with Latent Flow
by Wenling Shang et al

01-08-2021

Simulating SQL Injection Vulnerability Exploitation Using Q-Learning Reinforcement Learning Agents
by Laszlo Erdodi et al

01-07-2021

Accelerated, Optimal, and Parallel: Some Results on Model-Based Stochastic Optimization
by Karan Chadha et al

01-05-2021

Understanding the Ability of Deep Neural Networks to Count Connected Components in Images
by Shuyue Guan et al

01-05-2021

Auto-Encoding Molecular Conformations
by Robin Winter et al

01-05-2021

Biosensors and Machine Learning for Enhanced Detection, Stratification, and Classification of Cells: A Review
by Hassan Raji et al

01-07-2021

Learning a binary search with a recurrent neural network. A novel approach to ordinal regression analysis
by Louis Falissard et al

01-06-2021

Max-Affine Spline Insights Into Deep Network Pruning
by Randall Balestriero et al

01-06-2021

The Shapley Value of Classifiers in Ensemble Games
by Benedek Rozemberczki et al

01-06-2021

Cauchy-Schwarz Regularized Autoencoder
by Linh Tran et al

01-05-2021

Delayed Projection Techniques for Linearly Constrained Problems: Convergence Rates, Acceleration, and Applications
by Xiang Li et al

01-06-2021

Deep Reinforcement Learning with Quantum-inspired Experience Replay
by Qing Wei et al

01-06-2021

HAVANA: Hierarchical and Variation-Normalized Autoencoder for Person Re-identification
by Jiawei Ren et al

01-05-2021

Relaxed Conditional Image Transfer for Semi-supervised Domain Adaptation
by Qijun Luo et al

01-07-2021

A spin-glass model for the loss surfaces of generative adversarial networks
by Nicholas P Baskerville et al

01-07-2021

Unsupervised Domain Adaptation of Black-Box Source Models
by Haojian Zhang et al

01-07-2021

A Tale of Fairness Revisited: Beyond Adversarial Learning for Deep Neural Network Fairness
by Becky Mashaido et al

01-06-2021

Cross-Validation and Uncertainty Determination for Randomized Neural Networks with Applications to Mobile Sensors
by Ansgar Steland et al

01-06-2021

DICE: Deep Significance Clustering for Outcome-Aware Stratification
by Yufang Huang et al

01-08-2021

Quantum Earth Movers Distance: A New Approach to Learning Quantum Data
by Bobak Toussi Kiani et al

01-08-2021

Quantum Tensor Network in Machine Learning: An Application to Tiny Object Classification
by Fanjie Kong et al

01-08-2021

Deep Convolutional Neural Network based Classification of Alzheimers Disease using MRI data
by Ali Nawaz et al

01-07-2021

A Novel Regression Loss for Non-Parametric Uncertainty Optimization
by Joachim Sicking et al

01-08-2021

Exploring Fault-Energy Trade-offs in Approximate DNN Hardware Accelerators
by Ayesha Siddique et al

01-08-2021

Adversarial Attack Attribution: Discovering Attributable Signals in Adversarial ML Attacks
by Marissa Dotter et al

01-08-2021

ADiag: Graph Neural Network Based Diagnosis of Alzheimers Disease
by Vishnu Ram Sampathkumar

01-06-2021

Do We Really Need Deep Learning Models for Time Series Forecasting?
by Shereen Elsayed et al

01-06-2021

Analyzing the Stability of Non-coplanar Circumbinary Planets using Machine Learning
by Zhihui Kong et al

01-06-2021

Statistical learning for accurate and interpretable battery lifetime prediction
by Peter M. Attia et al

01-06-2021

Modality-specific Distillation
by Woojeong Jin et al

01-07-2021

Average-Reward Off-Policy Policy Evaluation with Function Approximation
by Shangtong Zhang et al

01-06-2021

Smoothed functional-based gradient algorithms for off-policy reinforcement learning
by Nithia Vijayan et al

01-05-2021

Theory-based Habit Modeling for Enhancing Behavior Prediction
by Chao Zhang et al

01-05-2021

WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection
by Bojia Zi et al

01-05-2021

Data Quality Measures and Efficient Evaluation Algorithms for Large-Scale High-Dimensional Data
by Hyeongmin Cho et al

01-05-2021

Mesh Reconstruction from Aerial Images for Outdoor Terrain Mapping Using Joint 2D-3D Learning
by Qiaojun Feng et al

01-05-2021

Deep Learning for Fast and Reliable Initial Access in AI-Driven 6G mmWave Networks
by Tarun S. Cousik et al

01-06-2021

Demand Forecasting for Platelet Usage: from Univariate Time Series to Multivariate Models
by Maryam Motamedi et al

01-07-2021

Heatmap-based 2D Landmark Detection with a Varying Number of Landmarks
by Antonia Stern et al

01-07-2021

A Comprehensive Study on Optimization Strategies for Gradient Descent In Deep Learning
by Kaustubh Yadav

01-08-2021

Forecasting Commodity Prices Using Long Short-Term Memory Neural Networks
by Racine Ly et al

01-08-2021

One-Class Classification: A Survey
by Pramuditha Perera et al

01-06-2021

Comparing Classification Models on Kepler Data
by Rohan Saha

01-07-2021

Corner case data description and detection
by Tinghui Ouyang et al

01-08-2021

From Black-box to White-box: Examining Confidence Calibration under different Conditions
by Franziska Schwaiger et al

01-06-2021

A unified view for unsupervised representation learning with density ratio estimation: Maximization of mutual information, nonlinear ICA and nonlinear subspace estimation
by Hiroaki Sasaki et al

01-07-2021

Detecting Suspicious Events in Fast Information Flows
by Kristiaan Pelckmans et al

01-05-2021

Local Translation Services for Neglected Languages
by David Noever et al

01-07-2021

Combining pretrained CNN feature extractors to enhance clustering of complex natural images
by Joris Guerin et al

01-07-2021

Modeling massive multivariate spatial data with the basis graphical lasso
by Mitchell Krock et al

01-05-2021

Online Multivalid Learning: Means, Moments, and Prediction Intervals
by Varun Gupta et al

01-07-2021

Towards Understanding Learning in Neural Networks with Linear Teachers
by Roei Sarussi et al

01-05-2021

Characterizing Intersectional Group Fairness with Worst-Case Comparisons
by Avijit Ghosh et al

01-06-2021

Fairness with Continuous Optimal Transport
by Silvia Chiappa et al

01-06-2021

Teach me to play, gamer! Imitative learning in computer games via linguistic description of complex phenomena and decision tree
by Clemente Rubio-Manzano et al

01-07-2021

Off-Line Arabic Handwritten Words Segmentation using Morphological Operators
by Nisreen AbdAllah et al

01-05-2021

Analyzing movies to predict their commercial viability for producers
by Devendra Swami et al

01-07-2021

Architectural Patterns for the Design of Federated Learning Systems
by Sin Kit Lo et al

01-05-2021

A Symmetric Loss Perspective of Reliable Machine Learning
by Nontawat Charoenphakdee et al

01-07-2021

RobustSleepNet: Transfer learning for automated sleep staging at scale
by Antoine Guillot et al

01-07-2021

Automatic identification of outliers in Hubble Space Telescope galaxy images
by Lior Shamir

01-06-2021

Phishing Attacks and Websites Classification Using Machine Learning and Multiple Datasets (A Comparative Analysis)
by Sohail Ahmed Khan et al

01-07-2021

MRNet: a Multi-scale Residual Network for EEG-based Sleep Staging
by Xue Jiang

01-08-2021

Towards a Robust and Trustworthy Machine Learning System Development
by Pulei Xiong et al

01-05-2021

A unifying approach on bias and variance analysis for classification
by Cemre Zor et al

01-05-2021

Het-node2vec: second order random walk sampling for heterogeneous multigraphs embedding
by Giorgio Valentini et al

01-06-2021

3D Convolutional Selective Autoencoder For Instability Detection in Combustion Systems
by Tryambak Gangopadhyay et al

01-07-2021

Decision Support System for an Intelligent Operator of Utility Tunnel Boring Machines
by Gabriel Rodriguez Garcia et al

01-08-2021

SE(3)-Equivariant Graph Neural Networks for Data-Efficient and Accurate Interatomic Potentials
by Simon Batzner et al

01-08-2021

Multistage BiCross Encoder: Team GATE Entry for MLIA Multilingual Semantic Search Task 2
by Iknoor Singh et al

01-06-2021

Adaptive Synthetic Characters for Military Training
by Volkan Ustun et al

01-07-2021

On the Management of Type 1 Diabetes Mellitus with IoT Devices and ML Techniques
by Ignacio Rodriguez

01-06-2021

The data synergy effects of time-series deep learning models in hydrology
by Kuai Fang et al

01-07-2021

Detecting Log Anomalies with Multi-Head Attention (LAMA)
by Yicheng Guo et al

01-06-2021

Handling many conversions per click in modeling delayed feedback
by Ashwinkumar Badanidiyuru et al

01-07-2021

Drift anticipation with forgetting to improve evolving fuzzy system
by Clément Leroy et al

01-07-2021

Learning Low-Correlation GPS Spreading Codes with a Policy Gradient Algorithm
by Tara Yasmin Mina et al

01-08-2021

Effect of Word Embedding Variable Parameters on Arabic Sentiment Analysis Performance
by Anwar Alnawas et al

01-06-2021

A design of human-like robust AI machines in object identification
by Bao-Gang Hu et al

01-06-2021

Identification of Latent Variables From Graphical Model Residuals
by Boris Hayete et al

01-06-2021

Copula Quadrant Similarity for Anomaly Scores
by Matthew Davidow et al

01-06-2021

The Interplay of Demographic Variables and Social Distancing Scores in Deep Prediction of U.S. COVID-19 Cases
by Francesca Tang et al

01-07-2021

A Framework for Deep Constrained Clustering
by Hongjing Zhang et al

01-07-2021

Contextual Classification Using Self-Supervised Auxiliary Models for Deep Neural Networks
by Sebastian Palacio et al

01-07-2021

The Effect of Prior Lipschitz Continuity on the Adversarial Robustness of Bayesian Neural Networks
by Arno Blaas et al

01-07-2021

Neural Spectrahedra and Semidefinite Lifts: Global Convex Optimization of Polynomial Activation Neural Networks in Fully Polynomial-Time
by Burak Bartan et al

01-07-2021

Towards Optimally Efficient Tree Search with Deep Temporal Difference Learning
by Ke He et al

01-06-2021

Controlling Synthetic Characters in Simulations: A Case for Cognitive Architectures and Sigma
by Volkan Ustun et al

01-06-2021

Phase Transitions in Transfer Learning for High-Dimensional Perceptrons
by Oussama Dhifallah et al

01-05-2021

SoS Degree Reduction with Applications to Clustering and Robust Moment Estimation
by David Steurer et al

01-08-2021

Towards Accelerating Training of Batch Normalization: A Manifold Perspective
by Mingyang Yi et al

01-07-2021

Metric Learning for Session-based Recommendations
by Bartłomiej Twardowski et al

01-08-2021

Sequential Naive Learning
by Itai Arieli et al

01-08-2021

Symmetry-adapted graph neural networks for constructing molecular dynamics force fields
by Zun Wang et al

01-05-2021

Large-Scale Extended Granger Causality for Classification of Marijuana Users From Functional MRI
by M. Ali Vosoughi et al

01-08-2021

Twitch Gamers: a Dataset for Evaluating Proximity Preserving and Structural Role-based Node Embeddings
by Benedek Rozemberczki et al

01-05-2021

Generating Informative CVE Description From ExploitDB Posts by Extractive Summarization
by Jiamou Sun et al

01-08-2021

NVAE-GAN Based Approach for Unsupervised Time Series Anomaly Detection
by Liang Xu et al

01-05-2021

Minibatch optimal transport distances; analysis and applications
by Kilian Fatras et al

01-07-2021

Knowledge Distillation in Iterative Generative Models for Improved Sampling Speed
by Eric Luhman et al

01-07-2021

A Clinical Evaluation of a Low-Cost Strain Gauge Respiration Belt and Machine Learning to Detect Sleep Apnea
by Stein Kristiansen et al

01-08-2021

A Bayesian Approach to Block-Term Tensor Decomposition Model Selection and Computation
by Paris V. Giampouras et al

01-05-2021

Learning Sign-Constrained Support Vector Machines
by Kenya Tajima et al

01-06-2021

Infinitely Wide Tensor Networks as Gaussian Process
by Erdong Guo et al

01-05-2021

Fixed-MAML for Few Shot Classification in Multilingual Speech Emotion Recognition
by Anugunj Naman et al

01-06-2021

GraphHop: An Enhanced Label Propagation Method for Node Classification
by Tian Xie et al

01-05-2021

Design and Analysis of a Synthetic Prediction Market using Dynamic Convex Sets
by Nishanth Nakshatri et al

01-07-2021

Distances with mixed type variables some modified Gowers coefficients
by Marcello D'Orazio

01-05-2021

To do or not to do: cost-sensitive causal decision-making
by Diego Olaya et al

01-05-2021

On the price of explainability for some clustering problems
by Eduardo Laber et al

01-07-2021

Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition
by Xueting Zhang et al

01-05-2021

Efficient Reachability Analysis of Closed-Loop Systems with Neural Network Controllers
by Michael Everett et al

01-07-2021

Long Horizon Forecasting With Temporal Point Processes
by Prathamesh Deshpande et al

01-08-2021

Spatial Object Recommendation with Hints: When Spatial Granularity Matters
by Hui Luo et al

01-05-2021

Structured Machine Learning Tools for Modelling Characteristics of Guided Waves
by Marcus Haywood-Alexander et al

01-07-2021

Deep Generative Model for Efficient 3D Airfoil Parameterization and Generation
by Wei Chen et al

01-06-2021

Predicting Illness for a Sustainable Dairy Agriculture: Predicting and Explaining the Onset of Mastitis in Dairy Cows
by Cathal Ryan et al

01-06-2021

Bayesian Inference of Random Dot Product Graphs via Conic Programming
by David Wu et al

01-05-2021

GRAPPA-GANs for Parallel MRI Reconstruction
by Nader Tavaf et al

01-07-2021

Transfer Learning Between Different Architectures Via Weights Injection
by Maciej A. Czyzewski

01-06-2021

User Response Prediction in Online Advertising
by Zhabiz Gharibshah et al

01-05-2021

dame-flame: A Python Library Providing Fast Interpretable Matching for Causal Inference
by Neha R. Gupta et al

01-08-2021

Differentially Private Federated Learning for Cancer Prediction
by Constance Beguier et al

01-06-2021

Interspeech 2021 Deep Noise Suppression Challenge
by Chandan K A Reddy et al

01-07-2021

BRDS: An FPGA-based LSTM Accelerator with Row-Balanced Dual-Ratio Sparsification
by Seyed Abolfazl Ghasemzadeh et al

01-08-2021

Learning non-Gaussian graphical models via Hessian scores and triangular transport
by Ricardo Baptista et al

01-06-2021

Geometric Entropic Exploration
by Zhaohan Daniel Guo et al

01-07-2021

Dynamic Graph Collaborative Filtering
by Xiaohan Li et al

01-08-2021

A general framework for modeling and dynamic simulation of multibody systems using factor graphs
by José-Luis Blanco-Claraco et al

01-05-2021

Node2Seq: Towards Trainable Convolutions in Graph Neural Networks
by Hao Yuan et al

01-05-2021

Label Augmentation via Time-based Knowledge Distillation for Financial Anomaly Detection
by Hongda Shen et al

01-05-2021

Data-Driven Copy-Paste Imputation for Energy Time Series
by Moritz Weber et al

01-05-2021

Off-Policy Evaluation of Slate Policies under Bayes Risk
by Nikos Vlassis et al

01-07-2021

Retrieval of Coloured Dissolved Organic Matter with Machine Learning Methods
by Ana B. Ruescas et al

01-05-2021

Exact solution to the random sequential dynamics of a message passing algorithm
by Burak Çakmak et al

01-05-2021

Sequential Choice Bandits with Feedback for Personalizing users experience
by Anshuka Rangi et al

01-08-2021

BN-invariant sharpness regularizes the training model to better generalization
by Mingyang Yi et al

01-06-2021

RANK: AI-assisted End-to-End Architecture for Detecting Persistent Attacks in Enterprise Networks
by Hazem M. Soliman et al

01-05-2021

Weight-of-evidence 2.0 with shrinkage and spline-binning
by Jakob Raymaekers et al

01-08-2021

Infinite-dimensional Folded-in-time Deep Neural Networks
by Florian Stelzer et al

01-05-2021

Risk markers by sex and age group for in-hospital mortality in patients with STEMI or NSTEMI: an approach based on machine learning
by Blanca Vazquez et al

01-05-2021

Handling Hard Affine SDP Shape Constraints in RKHSs
by Pierre-Cyril Aubin-Frankowski et al

01-05-2021

Environment Transfer for Distributed Systems
by Chunheng Jiang et al

01-07-2021

Dataset Definition Standard (DDS)
by Cyril Cappi et al

01-06-2021

Attention-based Convolutional Autoencoders for 3D-Variational Data Assimilation
by Julian Mack et al

01-07-2021

Neural Storage: A New Paradigm of Elastic Memory
by Prabuddha Chakraborty et al

01-06-2021

IPLS : A Framework for Decentralized Federated Learning
by Christodoulos Pappas et al

01-06-2021

Bipartite mixed membership stochastic blockmodel
by Huan Qing et al

01-08-2021

Approaching Neural Network Uncertainty Realism
by Joachim Sicking et al

01-05-2021

Adversarially trained LSTMs on reduced order models of urban air pollution simulations
by César Quilodrán-Casas et al

01-07-2021

Application of Knowledge Graphs to Provide Side Information for Improved Recommendation Accuracy
by Yuhao Mao et al

01-05-2021

Convergence and finite sample approximations of entropic regularized Wasserstein distances in Gaussian and RKHS settings
by Minh Ha Quang

01-05-2021

Hierarchical Sampler for Probabilistic Programs via Separation of Control and Data
by Ichiro Hasuo et al

01-08-2021

On the Turnpike to Design of Deep Neural Nets: Explicit Depth Bounds
by Timm Faulwasser et al

01-05-2021

COVID-19: Comparative Analysis of Methods for Identifying Articles Related to Therapeutics and Vaccines without Using Labeled Data
by Mihir Parmar et al

01-06-2021

Explainable Systematic Analysis for Synthetic Aperture Sonar Imagery
by Sarah Walker et al

 
Craig Smith