2022.2.7 Learning papers

 

02-02-2022

VOS: Learning What You Dont Know by Virtual Outlier Synthesis
by Xuefeng Du et al

02-01-2022

StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets
by Axel Sauer et al

02-01-2022

Tutorial on amortized optimization for learning to optimize over continuous domains
by Brandon Amos

02-03-2022

Measuring Disparate Outcomes of Content Recommendation Algorithms with Distributional Inequality Metrics
by Tomo Lazovich et al

02-01-2022

Progressive Distillation for Fast Sampling of Diffusion Models
by Tim Salimans et al

02-01-2022

Physical Design using Differentiable Learned Simulators
by Kelsey R. Allen et al

02-03-2022

Learning strides in convolutional neural networks
by Rachid Riad et al

02-01-2022

Datamodels: Predicting Predictions from Training Data
by Andrew Ilyas et al

02-03-2022

How to Leverage Unlabeled Data in Offline Reinforcement Learning
by Tianhe Yu et al

02-02-2022

ETSformer: Exponential Smoothing Transformers for Time-series Forecasting
by Gerald Woo et al

02-03-2022

Pre-Trained Language Models for Interactive Decision-Making
by Shuang Li et al

02-01-2022

Fully Online Meta-Learning Without Task Boundaries
by Jathushan Rajasegaran et al

02-03-2022

How to build a cognitive map: insights from models of the hippocampal formation
by James C. R. Whittington et al

02-02-2022

Unified Scaling Laws for Routed Language Models
by Aidan Clark et al

02-01-2022

Scalable Fragment-Based 3D Molecular Design with Reinforcement Learning
by Daniel Flam-Shepherd et al

02-02-2022

mSLAM: Massively multilingual joint pre-training for speech and text
by Ankur Bapna et al

02-03-2022

Removing Distortion Effects in Music Using Deep Neural Networks
by Johannes Imort et al

02-01-2022

Phase diagram of Stochastic Gradient Descent in high-dimensional two-layer neural networks
by Rodrigo Veiga et al

02-01-2022

Examining Scaling and Transfer of Language Model Architectures for Machine Translation
by Biao Zhang et al

02-02-2022

Generative Flow Networks for Discrete Probabilistic Modeling
by Dinghuai Zhang et al

02-02-2022

Heterogeneous manifolds for curvature-aware graph embedding
by Francesco Di Giovanni et al

02-03-2022

JaQuAD: Japanese Question Answering Dataset for Machine Reading Comprehension
by ByungHoon So et al

02-01-2022

Quantifying Relevance in Learning and Inference
by Matteo Marsili et al

02-04-2022

Deep End-to-end Causal Inference
by Tomas Geffner et al

02-03-2022

Unified theory of atom-centered representations and graph convolutional machine-learning schemes
by Jigyasa Nigam et al

02-03-2022

Towards Coherent and Consistent Use of Entities in Narrative Generation
by Pinelopi Papalampidi et al

02-02-2022

PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts
by Stephen H. Bach et al

02-01-2022

Rewiring What-to-Watch-Next Recommendations to Reduce Radicalization Pathways
by Francesco Fabbri et al

02-04-2022

Neural Dual Contouring
by Zhiqin Chen et al

02-04-2022

Learning with Neighbor Consistency for Noisy Labels
by Ahmet Iscen et al

02-01-2022

Architecture Matters in Continual Learning
by Seyed Iman Mirzadeh et al

02-03-2022

Graph Coloring with Physics-Inspired Graph Neural Networks
by Martin J. A. Schuetz et al

02-03-2022

The Disagreement Problem in Explainable Machine Learning: A Practitioners Perspective
by Satyapriya Krishna et al

02-02-2022

Robust Training of Neural Networks using Scale Invariant Architectures
by Zhiyuan Li et al

02-03-2022

CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting
by Gerald Woo et al

02-02-2022

Self-consistent Gradient-like Eigen Decomposition in Solving Schr\odinger Equations
by Xihan Li et al

02-04-2022

Graph-Coupled Oscillator Networks
by T. Konstantin Rusch et al

02-01-2022

Regression Transformer: Concurrent Conditional Generation and Regression by Blending Numerical and Textual Tokens
by Jannis Born et al

02-03-2022

Fast and explainable clustering based on sorting
by Xinye Chen et al

02-01-2022

Active Audio-Visual Separation of Dynamic Sound Sources
by Sagnik Majumder et al

02-01-2022

ColloSSL: Collaborative Self-Supervised Learning for Human Activity Recognition
by Yash Jain et al

02-01-2022

Few-Bit Backward: Quantized Gradients of Activation Functions for Memory Footprint Reduction
by Georgii Novikov et al

02-01-2022

Active Learning Over Multiple Domains in Natural Language Tasks
by Shayne Longpre et al

02-02-2022

Deep Learning for Epidemiologists: An Introduction to Neural Networks
by Stylianos Serghiou et al

02-01-2022

Visualizing Automatic Speech Recognition -- Means for a Better Understanding?
by Karla Markert et al

02-02-2022

Can Transformers be Strong Treatment Effect Estimators?
by Yi-Fan Zhang et al

02-01-2022

Co-training Improves Prompt-based Learning for Large Language Models
by Hunter Lang et al

02-03-2022

Identifying stimulus-driven neural activity patterns in multi-patient intracranial recordings
by Jeremy R. Manning

02-02-2022

A Comparison of Online Hate on Reddit and 4chan: A Case Study of the 2020 US Election
by Fatima Zahrah et al

02-01-2022

Filtered-CoPhy: Unsupervised Learning of Counterfactual Physics in Pixel Space
by Steeven Janny et al

02-02-2022

Formal Mathematics Statement Curriculum Learning
by Stanislas Polu et al

02-03-2022

A unified surrogate-based scheme for black-box and preference-based optimization
by Davide Previtali et al

02-01-2022

A Flexible Clustering Pipeline for Mining Text Intentions
by Xinyu Chen et al

02-01-2022

Laplacian2Mesh: Laplacian-Based Mesh Understanding
by Qiujie Dong et al

02-01-2022

Deep Kernelized Dense Geometric Matching
by Johan Edstedt et al

02-02-2022

A Longitudinal Dataset of Twitter ISIS Users
by Younes Karimi et al

02-01-2022

Towards a Theoretical Understanding of Word and Relation Representation
by Carl Allen

02-02-2022

Auto-Transfer: Learning to Route Transferrable Representations
by Keerthiram Murugesan et al

02-02-2022

GLISp-r: A preference-based optimization algorithm with convergence guarantees
by Davide Previtali et al

02-02-2022

Approximative Algorithms for Multi-Marginal Optimal Transport and Free-Support Wasserstein Barycenters
by Johannes von Lindheim

02-01-2022

A Comparative Study of Calibration Methods for Imbalanced Class Incremental Learning
by Umang Aggarwal et al

02-03-2022

Toric Geometry of Entropic Regularization
by Bernd Sturmfels et al

02-02-2022

RescoreBERT: Discriminative Speech Recognition Rescoring with BERT
by Liyan Xu et al

02-02-2022

Yordle: An Efficient Imitation Learning for Branch and Bound
by Qingyu Qu et al

02-01-2022

Questions for Flat-Minima Optimization of Modern Neural Networks
by Jean Kaddour et al

02-02-2022

Lipschitz-constrained Unsupervised Skill Discovery
by Seohong Park et al

02-04-2022

Data Scaling Laws in NMT: The Effect of Noise and Architecture
by Yamini Bansal et al

02-02-2022

Fenrir: Physics-Enhanced Regression for Initial Value Problems
by Filip Tronarp et al

02-01-2022

Accelerating Deep Reinforcement Learning for Digital Twin Network Optimization with Evolutionary Strategies
by Carlos Güemes-Palau et al

02-01-2022

Machine-learning-enhanced quantum sensors for accurate magnetic field imaging
by Moeta Tsukamoto et al

02-02-2022

Adaptive Discrete Communication Bottlenecks with Dynamic Vector Quantization
by Dianbo Liu et al

02-01-2022

Decentralized Stochastic Variance Reduced Extragradient Method
by Luo Luo et al

02-02-2022

An Eye for an Eye: Defending against Gradient-based Attacks with Gradients
by Hanbin Hong et al

02-02-2022

NeuRegenerate: A Framework for Visualizing Neurodegeneration
by Saeed Boorboor et al

02-02-2022

Understanding Knowledge Integration in Language Models with Graph Convolutions
by Yifan Hou et al

02-02-2022

L3Cube-MahaCorpus and MahaBERT: Marathi Monolingual Corpus, Marathi BERT Language Models, and Resources
by Raviraj Joshi

02-02-2022

Error Correction in ASR using Sequence-to-Sequence Models
by Samrat Dutta et al

02-02-2022

Giga-scale Kernel Matrix Vector Multiplication on GPU
by Robert Hu et al

02-02-2022

Cyclical Pruning for Sparse Neural Networks
by Suraj Srinivas et al

02-03-2022

Equality Is Not Equity: Proportional Fairness in Federated Learning
by Guojun Zhang et al

02-04-2022

Choosing an Appropriate Platform and Workflow for Processing Camera Trap Data using Artificial Intelligence
by Juliana Vélez et al

02-02-2022

Speaker Normalization for Self-supervised Speech Emotion Recognition
by Itai Gat et al

02-02-2022

Approximating Full Conformal Prediction at Scale via Influence Functions
by Javier Abad et al

02-03-2022

Tsetlin Machine for Solving Contextual Bandit Problems
by Raihan Seraj et al

02-04-2022

Hybrid Neural Coded Modulation: Design and Training Methods
by Sung Hoon Lim et al

02-01-2022

Deep Layer-wise Networks Have Closed-Form Weights
by Chieh Wu et al

02-02-2022

Multi-Task Learning as a Bargaining Game
by Aviv Navon et al

02-01-2022

Some Reflections on Drawing Causal Inference using Textual Data: Parallels Between Human Subjects and Organized Texts
by Bo Zhang et al

02-03-2022

Comparative assessment of federated and centralized machine learning
by Ibrahim Abdul Majeed et al

02-03-2022

Review of automated time series forecasting pipelines
by Stefan Meisenbacher et al

02-03-2022

On Manifold Hypothesis: Hypersurface Submanifold Embedding Using Osculating Hyperspheres
by Benyamin Ghojogh et al

02-03-2022

Smartphone-based Hard-braking Event Detection at Scale for Road Safety Services
by Luyang Liu et al

02-03-2022

Concept Bottleneck Model with Additional Unsupervised Concepts
by Yoshihide Sawada et al

02-01-2022

Reinforcement learning of optimal active particle navigation
by Mahdi Nasiri et al

02-03-2022

Optimized Potential Initialization for Low-latency Spiking Neural Networks
by Tong Bu et al

02-02-2022

An Empirical Review of Optimization Techniques for Quantum Variational Circuits
by Owen Lockwood

02-02-2022

Exploring Sub-skeleton Trajectories for Interpretable Recognition of Sign Language
by Joachim Gudmundsson et al

02-01-2022

Dimensionality Reduction Meets Message Passing for Graph Node Embeddings
by Krzysztof Sadowski et al

02-02-2022

Dictionary learning for clustering on hyperspectral images
by Joshua Bruton et al

02-02-2022

Tight Convergence Rate Bounds for Optimization Under Power Law Spectral Conditions
by Maksim Velikanov et al

02-02-2022

DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation
by Qing Xu et al

02-03-2022

Learning Representation from Neural Fisher Kernel with Low-rank Approximation
by Ruixiang Zhang et al

02-01-2022

Natural Language to Code Using Transformers
by Uday Kusupati et al

02-03-2022

Multiclass learning with margin: exponential rates with no bias-variance trade-off
by Stefano Vigogna et al

02-02-2022

Asynchronous Decentralized Learning over Unreliable Wireless Networks
by Eunjeong Jeong et al

02-01-2022

ISNet: Costless and Implicit Image Segmentation for Deep Classifiers, with Application in COVID-19 Detection
by Pedro R. A. S. Bassi

02-01-2022

Access Control of Object Detection Models Using Encrypted Feature Maps
by Teru Nagamori et al

02-01-2022

Fishing for User Data in Large-Batch Federated Learning via Gradient Magnification
by Yuxin Wen et al

02-03-2022

Deep Hierarchy in Bandits
by Joey Hong et al

02-03-2022

Separating Rule Discovery and Global Solution Composition in a Learning Classifier System
by Michael Heider et al

02-03-2022

Selection in the Presence of Implicit Bias: The Advantage of Intersectional Constraints
by Anay Mehrotra et al

02-01-2022

Minority Class Oriented Active Learning for Imbalanced Datasets
by Umang Aggarwal et al

02-03-2022

FORML: Learning to Reweight Data for Fairness
by Bobby Yan et al

02-04-2022

Polynomial convergence of iterations of certain random operators in Hilbert space
by Soumyadip Ghosh et al

02-01-2022

Algorithms for Efficiently Learning Low-Rank Neural Networks
by Kiran Vodrahalli et al

02-01-2022

Meta-Learning Hypothesis Spaces for Sequential Decision-making
by Parnian Kassraie et al

02-01-2022

Identifying Pauli spin blockade using deep learning
by Jonas Schuff et al

02-03-2022

Doubly Robust Off-Policy Evaluation for Ranking Policies under the Cascade Behavior Model
by Haruka Kiyohara et al

02-03-2022

Near-Optimal Learning of Extensive-Form Games with Imperfect Information
by Yu Bai et al

02-04-2022

Image-to-Image MLP-mixer for Image Reconstruction
by Youssef Mansour et al

02-03-2022

Byzantine-Robust Decentralized Learning via Self-Centered Clipping
by Lie He et al

02-01-2022

Evaluating Feature Attribution: An Information-Theoretic Perspective
by Yao Rong et al

02-02-2022

Probabilistically Robust Learning: Balancing Average- and Worst-case Performance
by Alexander Robey et al

02-04-2022

Rediscovering orbital mechanics with machine learning
by Pablo Lemos et al

02-03-2022

Practical Imitation Learning in the Real World via Task Consistency Loss
by Mohi Khansari et al

02-04-2022

Stochastic smoothing of the top-K calibrated hinge loss for deep imbalanced classification
by Camille Garcin et al

02-03-2022

Variational Nearest Neighbor Gaussian Processes
by Luhuan Wu et al

02-03-2022

Non-Vacuous Generalisation Bounds for Shallow Neural Networks
by Felix Biggs et al

02-01-2022

Safe Screening for Logistic Regression with ℓ0ℓ0-ℓ2ℓ2 Regularization
by Anna Deza et al

02-01-2022

Neural Tangent Kernel Beyond the Infinite-Width Limit: Effects of Depth and Initialization
by Mariia Seleznova et al

02-04-2022

Video Violence Recognition and Localization using a Semi-Supervised Hard-Attention Model
by Hamid Mohammadi et al

02-01-2022

Adversarial Imitation Learning from Video using a State Observer
by Haresh Karnan et al

02-01-2022

Sequential Search with Off-Policy Reinforcement Learning
by Dadong Miao et al

02-03-2022

FF-EBM: Energy Based Learning of Functional Data
by Jen Ning Lim et al

02-01-2022

A Semi-Supervised Deep Clustering Pipeline for Mining Intentions From Texts
by Xinyu Chen et al

02-03-2022

Certifying Out-of-Domain Generalization for Blackbox Functions
by Maurice Weber et al

02-01-2022

DoCoM-SGT: Doubly Compressed Momentum-assisted Stochastic Gradient Tracking Algorithm for Communication Efficient Decentralized Learning
by Chung-Yiu Yau et al

02-01-2022

Machine Intelligence-Driven Classification of Cancer Patients-Derived Extracellular Vesicles using Fluorescence Correlation Spectroscopy: Results from a Pilot Study
by Abicumaran Uthamacumaran et al

02-04-2022

Cross-Modality Multi-Atlas Segmentation Using Deep Neural Networks
by Wangbin Ding et al

02-03-2022

Deep Learning Algorithm for Threat Detection in Hackers Forum (Deep Web)
by Victor Adewopo et al

02-01-2022

Politics and Virality in the Time of Twitter: A Large-Scale Cross-Party Sentiment Analysis in Greece, Spain and United Kingdom
by Dimosthenis Antypas et al

02-02-2022

Machine Learning Solar Wind Driving Magnetospheric Convection in Tail Lobes
by Xin Cao et al

02-01-2022

Is the Performance of My Deep Network Too Good to Be True? A Direct Approach to Estimating the Bayes Error in Binary Classification
by Takashi Ishida et al

02-02-2022

Beyond Images: Label Noise Transition Matrix Estimation for Tasks with Lower-Quality Features
by Zhaowei Zhu et al

02-03-2022

Can machines solve general queueing systems?
by Eliran Sherzer et al

02-03-2022

RipsNet: a general architecture for fast and robust estimation of the persistent homology of point clouds
by Thibault de Surrel et al

02-02-2022

Fair Representation Clustering with Several Protected Classes
by Zhen Dai et al

02-03-2022

Minimax rate of consistency for linear models with missing values
by Alexis Ayme et al

02-02-2022

NoisyMix: Boosting Robustness by Combining Data Augmentations, Stability Training, and Noise Injections
by N. Benjamin Erichson et al

02-01-2022

Recycling Model Updates in Federated Learning: Are Gradient Subspaces Low-Rank?
by Sheikh Shams Azam et al

02-02-2022

Using Ballistocardiography for Sleep Stage Classification
by iebei Liu et al

02-02-2022

Maintaining fairness across distribution shift: do we have viable solutions for real-world applications?
by Jessica Schrouff et al

02-03-2022

Sequential Learning of the Topological Ordering for the Linear Non-Gaussian Acyclic Model with Parametric Noise
by Gabriel Ruiz et al

02-03-2022

Active metric learning and classification using similarity queries
by Namrata Nadagouda et al

02-03-2022

Cross-Platform Difference in Facebook and Text Messages Language Use: Illustrated by Depression Diagnosis
by Tingting Liu et al

02-04-2022

Pre-Trained Neural Language Models for Automatic Mobile App User Feedback Answer Generation
by Yue Cao et al

02-01-2022

Finding lost DG: Explaining domain generalization via model complexity
by Da Li et al

02-01-2022

Sinogram Enhancement with Generative Adversarial Networks using Shape Priors
by Emilien Valat et al

02-02-2022

MD-GAN with multi-particle input: the machine learning of long-time molecular behavior from short-time MD data
by Ryo Kawada et al

02-03-2022

Exploring Multi-physics with Extremely Weak Supervision
by Shihang Feng et al

02-01-2022

Improving Parametric Neural Networks for High-Energy Physics (and Beyond)
by Luca Anzalone et al

02-02-2022

Automotive Parts Assessment: Applying Real-time Instance-Segmentation Models to Identify Vehicle Parts
by Syed Adnan Yusuf et al

02-01-2022

PAGE-PG: A Simple and Loopless Variance-Reduced Policy Gradient Method with Probabilistic Gradient Estimation
by Matilde Gargiani et al

02-01-2022

Kernelized Multiplicative Weights for 0/1-Polyhedral Games: Bridging the Gap Between Learning in Extensive-Form and Normal-Form Games
by Gabriele Farina et al

02-03-2022

Variance-Optimal Augmentation Logging for Counterfactual Evaluation in Contextual Bandits
by Aaron David Tucker et al

02-02-2022

Gradient estimators for normalising flows
by Piotr Bialas et al

02-04-2022

Generative Modeling of Complex Data
by Luca Canale et al

02-02-2022

Resource Management and Security Scheme of ICPSs and IoT Based on VNE Algorithm
by Peiying Zhang et al

02-04-2022

Identifiability of Label Noise Transition Matrix
by Yang Liu

02-02-2022

Multi-Resolution Factor Graph Based Stereo Correspondence Algorithm
by Hanieh Shabanian et al

02-01-2022

Hierarchical Shrinkage: improving the accuracy and interpretability of tree-based methods
by Abhineet Agarwal et al

02-03-2022

Influence-Augmented Local Simulators: A Scalable Solution for Fast Deep RL in Large Networked Systems
by Miguel Suau et al

02-01-2022

Graph-based Neural Acceleration for Nonnegative Matrix Factorization
by Jens Sjölund et al

02-01-2022

Combined Pruning for Nested Cross-Validation to Accelerate Automated Hyperparameter Optimization for Embedded Feature Selection in High-Dimensional Data with Very Small Sample Sizes
by Sigrun May et al

02-03-2022

Data Heterogeneity-Robust Federated Learning via Group Client Selection in Industrial IoT
by Zonghang Li et al

02-02-2022

Make Some Noise: Reliable and Efficient Single-Step Adversarial Training
by Pau de Jorge et al

02-01-2022

HTS-AT: A Hierarchical Token-Semantic Audio Transformer for Sound Classification and Detection
by Ke Chen et al

02-04-2022

Pixle: a fast and effective black-box attack based on rearranging pixels
by Jary Pomponi et al

02-04-2022

Functional Mixtures-of-Experts
by Faïcel Chamroukhi et al

02-02-2022

Improved Regret for Differentially Private Exploration in Linear MDP
by Dung Daniel Ngo et al

02-03-2022

SubOmiEmbed: Self-supervised Representation Learning of Multi-omics Data for Cancer Type Classification
by Sayed Hashim et al

02-03-2022

Log-Euclidean Signatures for Intrinsic Distances Between Unaligned Datasets
by Tal Shnitzer et al

02-04-2022

SignSGD: Fault-Tolerance to Blind and Byzantine Adversaries
by Jason Akoun et al

02-01-2022

Right for the Right Latent Factors: Debiasing Generative Models via Disentanglement
by Xiaoting Shao et al

02-01-2022

Regret Minimization with Performative Feedback
by Meena Jagadeesan et al

02-02-2022

Using Deep Learning to Bootstrap Abstractions for Hierarchical Robot Planning
by Naman Shah et al

02-03-2022

MRI Reconstruction via Data Driven Markov Chain with Joint Uncertainty Estimation
by Guanxiong Luo et al

02-03-2022

ExPoSe: Combining State-Based Exploration with Gradient-Based Online Search
by Dixant Mittal et al

02-02-2022

Robust Binary Models by Pruning Randomly-initialized Networks
by Chen Liu et al

02-01-2022

Learning Physics-Consistent Particle Interactions
by Zhichao Han et al

02-01-2022

A General, Evolution-Inspired Reward Function for Social Robotics
by Thomas Kingsford

02-03-2022

Challenging Common Assumptions in Convex Reinforcement Learning
by Mirco Mutti et al

02-02-2022

Posterior temperature optimized Bayesian models for inverse problems in medical imaging
by Max-Heinrich Laves et al

02-02-2022

GALAXY: Graph-based Active Learning at the Extreme
by Jifan Zhang et al

02-03-2022

PSO-PINN: Physics-Informed Neural Networks Trained with Particle Swarm Optimization
by Caio Davi et al

02-03-2022

Learning Physics through Images: An Application to Wind-Driven Spatial Patterns
by M. Giselle Fernández-Godino et al

02-03-2022

Ad-datasets: a meta-collection of data sets for autonomous driving
by Daniel Bogdoll et al

02-02-2022

Modularity-Aware Graph Autoencoders for Joint Community Detection and Link Prediction
by Guillaume Salha-Galvan et al

02-01-2022

On Regularizing Coordinate-MLPs
by Sameera Ramasinghe et al

02-03-2022

Time-Constrained Learning
by Sergio Filho et al

02-04-2022

Complex-to-Real Random Features for Polynomial Kernels
by Jonas Wacker et al

02-02-2022

TONet: Tone-Octave Network for Singing Melody Extraction from Polyphonic Music
by Ke Chen et al

02-02-2022

Federated Reinforcement Learning for Collective Navigation of Robotic Swarms
by Seongin Na et al

02-02-2022

Pop Quiz! Can a Large Language Model Help With Reverse Engineering?
by Hammond Pearce et al

02-02-2022

Improving Screening Processes via Calibrated Subset Selection
by Lequn Wang et al

02-04-2022

Capturing and incorporating expert knowledge into machine learning models for quality prediction in manufacturing
by Patrick Link et al

02-03-2022

Systems Biology: Identifiability analysis and parameter identification via systems-biology informed neural networks
by Mitchell Daneker et al

02-04-2022

Introducing Block-Toeplitz Covariance Matrices to Remaster Linear Discriminant Analysis for Event-related Potential Brain-computer Interfaces
by Jan Sosulski et al

02-02-2022

Element selection for functional materials discovery by integrated machine learning of atomic contributions to properties
by Andrij Vasylenko et al

02-02-2022

Non-Stationary Dueling Bandits
by Patrick Kolpaczki et al

02-01-2022

Adaptive Experimentation with Delayed Binary Feedback
by Zenan Wang et al

02-02-2022

Identifying Suitable Tasks for Inductive Transfer Through the Analysis of Feature Attributions
by Alexander J. Hepburn et al

02-02-2022

Causal Imitation Learning under Temporally Correlated Noise
by Gokul Swamy et al

02-02-2022

Impact Analysis of Harassment Against Women Using Association Rule Mining Approaches: Bangladesh Prospective
by Bahar Uddin Mahmud et al

02-03-2022

A Reinforcement Learning Framework for PQoS in a Teleoperated Driving Scenario
by Federico Mason et al

02-02-2022

DeepQMLP: A Scalable Quantum-Classical Hybrid DeepNeural Network Architecture for Classification
by Mahabubul Alam et al

02-01-2022

Mars Terrain Segmentation with Less Labels
by Edwin Goh et al

02-01-2022

The Role of Linear Layers in Nonlinear Interpolating Networks
by Greg Ongie et al

02-02-2022

Communication Efficient Federated Learning for Generalized Linear Bandits
by Chuanhao Li et al

02-01-2022

Generalizing to New Physical Systems via Context-Informed Dynamics Model
by Matthieu Kirchmeyer et al

02-01-2022

Firm-based relatedness using machine learning
by Giambattista Albora et al

02-02-2022

Decision-Focused Learning in Restless Multi-Armed Bandits with Application to Maternal and Child Care Domain
by Kai Wang et al

02-03-2022

A Note on Assessing Generalization of SGD via Disagreement
by Andreas Kirsch et al

02-04-2022

Group invariant machine learning by fundamental domain projections
by Benjamin Aslan et al

02-02-2022

Transfer in Reinforcement Learning via Regret Bounds for Learning Agents
by Adrienne Tuynman et al

02-01-2022

Factorized-FL: Agnostic Personalized Federated Learning with Kernel Factorization & Similarity Matching
by Wonyong Jeong et al

02-02-2022

Learning with Asymmetric Kernels: Least Squares and Feature Interpretation
by Mingzhen He et al

02-01-2022

Stability and Generalization Capabilities of Message Passing Graph Neural Networks
by Sohir Maskey et al

02-02-2022

FedSpace: An Efficient Federated Learning Framework at Satellites and Ground Stations
by Jinhyun So et al

02-01-2022

Efficient Algorithms for Learning to Control Bandits with Unobserved Contexts
by Hongju Park et al

02-03-2022

Ranking with Confidence for Large Scale Comparison Data
by Filipa Valdeira et al

02-04-2022

Robust Linear Regression for General Feature Distribution
by Tom Norman et al

02-02-2022

Interpretability for Multimodal Emotion Recognition using Concept Activation Vectors
by Ashish Ramayee Asokan et al

02-04-2022

Dikaios: Privacy Auditing of Algorithmic Fairness via Attribute Inference Attacks
by Jan Aalmoes et al

02-01-2022

Memory-based Message Passing: Decoupling the Message for Propogation from Discrimination
by Jie Chen et al

02-03-2022

On Monte Carlo Tree Search for Weighted Vertex Coloring
by Cyril Grelier et al

02-02-2022

Topological Classification in a Wasserstein Distance Based Vector Space
by Tananun Songdechakraiwut et al

02-03-2022

Hidden Heterogeneity: When to Choose Similarity-Based Calibration
by Kiri L. Wagstaff et al

02-04-2022

Robust Vector Quantized-Variational Autoencoder
by Chieh-Hsin Lai et al

02-02-2022

Global Optimization Networks
by Sen Zhao et al

02-01-2022

Explainable AI through the Learning of Arguments
by Jonas Bei et al

02-02-2022

Structure-preserving GANs
by Jeremiah Birrell et al

02-01-2022

Molecular Graph Representation Learning via Heterogeneous Motif Graph Construction
by Zhaoning Yu et al

02-02-2022

Robust Estimation for Nonparametric Families via Generative Adversarial Networks
by Banghua Zhu et al

02-03-2022

A benchmark of state-of-the-art sound event detection systems evaluated on synthetic soundscapes
by Francesca Ronchini et al

02-01-2022

Signal Quality Assessment of Photoplethysmogram Signals using Quantum Pattern Recognition and lightweight CNN Architecture
by Tamaghno Chatterjee et al

02-04-2022

Musical Audio Similarity with Self-supervised Convolutional Neural Networks
by Carl Thomé et al

02-04-2022

Towards a consistent interpretation of AIOps models
by Yingzhe Lyu et al

02-02-2022

Detecting Privacy Requirements from User Stories with NLP Transfer Learning Models
by Francesco Casillo et al

02-01-2022

Fine-grained differentiable physics: a yarn-level model for fabrics
by Deshan Gong et al

02-01-2022

Learning entanglement breakdown as a phase transition by confusion
by M. A. Gavreev et al

02-01-2022

Exploring layerwise decision making in DNNs
by Coenraad Mouton et al

02-01-2022

Context Uncertainty in Contextual Bandits with Applications to Recommender Systems
by Hao Wang et al

02-03-2022

Multi-task graph neural networks for simultaneous prediction of global and atomic properties in ferromagnetic systems
by Massimiliano Lupo Pasini et al

02-03-2022

PRUNIX: Non-Ideality Aware Convolutional Neural Network Pruning for Memristive Accelerators
by Ali Alshaarawy et al

02-02-2022

Unpaired Image Super-Resolution with Optimal Transport Maps
by Milena Gazdieva et al

02-01-2022

Deepfake pornography as a male gaze on fan culture
by Inna Suvorova

02-02-2022

3PC: Three Point Compressors for Communication-Efficient Distributed Training and a Better Theory for Lazy Aggregation
by Peter Richtárik et al

02-04-2022

Interpretability methods of machine learning algorithms with applications in breast cancer diagnosis
by Panagiota Karatza et al

02-03-2022

Demystify Optimization and Generalization of Over-parameterized PAC-Bayesian Learning
by Wei Huang et al

02-02-2022

VC-PCR: A Prediction Method based on Supervised Variable Selection and Clustering
by Rebecca Marion et al

02-04-2022

EcoFlow: Efficient Convolutional Dataflows for Low-Power Neural Network Accelerators
by Lois Orosa et al

02-03-2022

Who will Leave a Pediatric Weight Management Program and When? -- A machine learning approach for predicting attrition patterns
by Hamed Fayyaz et al

02-03-2022

Adversarially Robust Models may not Transfer Better: Sufficient Conditions for Domain Transferability from the View of Regularization
by Xiaojun Xu et al

02-03-2022

Sampling with Riemannian Hamiltonian Monte Carlo in a Constrained Space
by Yunbum Kook et al

02-04-2022

TIML: Task-Informed Meta-Learning for Agriculture
by Gabriel Tseng et al

02-04-2022

LTU Attacker for Membership Inference
by Joseph Pedersen et al

02-01-2022

Accelerating DNN Training with Structured Data Gradient Pruning
by Bradley McDanel et al

02-04-2022

Source data selection for out-of-domain generalization
by Xinran Miao et al

02-02-2022

MPVNN: Mutated Pathway Visible Neural Network Architecture for Interpretable Prediction of Cancer-specific Survival Risk
by Gourab Ghosh Roy et al

02-03-2022

Predictive Closed-Loop Service Automation in O-RAN based Network Slicing
by Joseph Thaliath et al

02-02-2022

Methodology for forecasting and optimization in IEEE-CIS 3rd Technical Challenge
by Richard Bean

02-02-2022

Mold into a Graph: Efficient Bayesian Optimization over Mixed-Spaces
by Jaeyeon Ahn et al

02-04-2022

BC-Z: Zero-Shot Task Generalization with Robotic Imitation Learning
by Eric Jang et al

02-02-2022

Analogies and Feature Attributions for Model Agnostic Explanation of Similarity Learners
by Karthikeyan Natesan Ramamurthy et al

02-02-2022

Causal Inference Through the Structural Causal Marginal Problem
by Luigi Gresele et al

02-04-2022

Urban Region Profiling via A Multi-Graph Representation Learning Framework
by Y. Luo et al

02-03-2022

Distribution Embedding Networks for Meta-Learning with Heterogeneous Covariate Spaces
by Lang Liu et al

02-04-2022

COIL: Constrained Optimization in Learned Latent Space -- Learning Representations for Valid Solutions
by Peter J Bentley et al

02-01-2022

ADG-Pose: Automated Dataset Generation for Real-World Human Pose Estimation
by Ghazal Alinezhad Noghre et al

02-01-2022

Approximation of Images via Generalized Higher Order Singular Value Decomposition over Finite-dimensional Commutative Semisimple Algebra
by Liang Liao et al

02-02-2022

Smoothed Embeddings for Certified Few-Shot Learning
by Mikhail Pautov et al

02-02-2022

Active Multi-Task Representation Learning
by Yifang Chen et al

02-04-2022

Twitter Referral Behaviours on News Consumption with Ensemble Clustering of Click-Stream Data in Turkish Media
by Didem Makaroglu et al

02-01-2022

A training-free recursive multiresolution framework for diffeomorphic deformable image registration
by Ameneh Sheikhjafari et al

02-03-2022

Learning from a Learning User for Optimal Recommendations
by Fan Yao et al

02-04-2022

Multi-Output Gaussian Process-Based Data Augmentation for Multi-Building and Multi-Floor Indoor Localization
by Zhe Tang et al

02-01-2022

Generalizability of Machine Learning Models: Quantitative Evaluation of Three Methodological Pitfalls
by Farhad Maleki et al

02-02-2022

Fast Convex Optimization for Two-Layer ReLU Networks: Equivalent Model Classes and Cone Decompositions
by Aaron Mishkin et al

02-02-2022

DASHA: Distributed Nonconvex Optimization with Communication Compression, Optimal Oracle Complexity, and No Client Synchronization
by Alexander Tyurin et al

02-03-2022

SparGE: Sparse Coding-based Patient Similarity Learning via Low-rank Constraints and Graph Embedding
by Xian Wei et al

02-01-2022

Federated Learning Challenges and Opportunities: An Outlook
by Jie Ding et al

02-01-2022

Gromov-Wasserstein Discrepancy with Local Differential Privacy for Distributed Structural Graphs
by Hongwei Jin et al

02-02-2022

Training Semantic Descriptors for Image-Based Localization
by Ibrahim Cinaroglu et al

02-01-2022

Do Differentiable Simulators Give Better Policy Gradients?
by H. J. Terry Suh et al

02-01-2022

A Graph Based Neural Network Approach to Immune Profiling of Multiplexed Tissue Samples
by Natalia Garcia Martin et al

02-01-2022

MotifExplainer: a Motif-based Graph Neural Network Explainer
by Zhaoning Yu et al

02-03-2022

Unsupervised Learning Based Hybrid Beamforming with Low-Resolution Phase Shifters for MU-MIMO Systems
by Chia-Ho Kuo et al

02-04-2022

Correcting Confounding via Random Selection of Background Variables
by You-Lin Chen et al

02-01-2022

KSD Aggregated Goodness-of-fit Test
by Antonin Schrab et al

02-04-2022

Supervised Contrastive Learning for Product Matching
by Ralph Peeters et al

02-01-2022

Optimizing Sequential Experimental Design with Deep Reinforcement Learning
by Tom Blau et al

02-02-2022

Learning Mechanically Driven Emergent Behavior with Message Passing Neural Networks
by Peerasait Prachaseree et al

02-02-2022

Fairness of Machine Learning Algorithms in Demography
by Ibe Chukwuemeka Emmanuel et al

02-03-2022

Rethinking Explainability as a Dialogue: A Practitioners Perspective
by Himabindu Lakkaraju et al

02-01-2022

A Machine Learning Smartphone-based Sensing for Driver Behavior Classification
by Sarra Ben Brahim et al

02-02-2022

Invariant Ancestry Search
by Phillip B. Mogensen et al

02-04-2022

Decoupling Local and Global Representations of Time Series
by Sana Tonekaboni et al

02-04-2022

To Impute or not to Impute? -- Missing Data in Treatment Effect Estimation
by Jeroen Berrevoets et al

02-02-2022

Efficient Memory Partitioning in Software Defined Hardware
by Matthew Feldman et al

02-02-2022

Surrogate Modeling for Physical Systems with Preserved Properties and Adjustable Tradeoffs
by Randi Wang et al

02-04-2022

Polyphonic pitch detection with convolutional recurrent neural networks
by Carl Thomé et al

02-03-2022

Best Practices and Scoring System on Reviewing A.I. based Medical Imaging Papers: Part 1 Classification
by Timothy L. Kline et al

02-04-2022

Deep invariant networks with differentiable augmentation layers
by Cédric Rommel et al

02-02-2022

Parameters or Privacy: A Provable Tradeoff Between Overparameterization and Membership Inference
by Jasper Tan et al

02-03-2022

Characterizing & Finding Good Data Orderings for Fast Convergence of Sequential Gradient Methods
by Amirkeivan Mohtashami Sebastian Stich Martin Jaggi

02-01-2022

Investigating Transfer Learning in Graph Neural Networks
by Nishai Kooverjee et al

02-02-2022

On Linear Separability under Linear Compression with Applications to Hard Support Vector Machine
by Paul McVay et al

02-01-2022

AdaAnn: Adaptive Annealing Scheduler for Probability Density Approximation
by Emma R. Cobian et al

02-01-2022

On the Benefits of Selectivity in Pseudo-Labeling for Unsupervised Multi-Source-Free Domain Adaptation
by Maohao Shen et al

02-02-2022

Approximate Bisimulation Relations for Neural Networks and Application to Assured Neural Network Compression
by Weiming Xiang et al

02-01-2022

Distributional Reinforcement Learning via Sinkhorn Iterations
by Ke Sun et al

02-03-2022

Robust Audio Anomaly Detection
by Wo Jae Lee et al

02-03-2022

Incorporating Sum Constraints into Multitask Gaussian Processes
by Philipp Pilar et al

02-02-2022

AtmoDist: Self-supervised Representation Learning for Atmospheric Dynamics
by Sebastian Hoffmann et al

02-01-2022

Classification of Skin Cancer Images using Convolutional Neural Networks
by Kartikeya Agarwal et al

02-01-2022

Automatic event detection in football using tracking data
by Ferran Vidal-Codina et al

02-02-2022

Harmony: Overcoming the hurdles of GPU memory capacity to train massive DNN models on commodity servers
by Youjie Li et al

02-04-2022

Backpropagation Neural Tree
by Varun Ojha et al

02-01-2022

Framework for Evaluating Faithfulness of Local Explanations
by Sanjoy Dasgupta et al

02-03-2022

Oral cancer detection and interpretation: Deep multiple instance learning versus conventional deep single instance learning
by Nadezhda Koriakina et al

02-02-2022

Imitation Learning by Estimating Expertise of Demonstrators
by Mark Beliaev et al

02-03-2022

Flexible Triggering Kernels for Hawkes Process Modeling
by Yamac Alican Isik et al

02-04-2022

Numerical Demonstration of Multiple Actuator Constraint Enforcement Algorithm for a Molten Salt Loop
by Akshay J. Dave et al

02-01-2022

Personalized Federated Learning via Convex Clustering
by Aleksandar Armacki et al

02-02-2022

Training a Bidirectional GAN-based One-Class Classifier for Network Intrusion Detection
by Wen Xu et al

02-01-2022

A deep residual learning implementation of Metamorphosis
by Matthis Maillard et al

02-01-2022

LocUNet: Fast Urban Positioning Using Radio Maps and Deep Learning
by Çağkan Yapar et al

02-03-2022

Transport Score Climbing: Variational Inference using Forward KL and Adaptive Neural Transport
by Liyi Zhang et al

02-02-2022

Accelerated Quality-Diversity for Robotics through Massive Parallelism
by Bryan Lim et al

02-01-2022

Gradient Based Clustering
by Aleksandar Armacki et al

02-04-2022

Implementation of a Type-2 Fuzzy Logic Based Prediction System for the Nigerian Stock Exchange
by Isobo Nelson Davies et al

02-01-2022

An Empirical Study of Modular Bias Mitigators and Ensembles
by Michael Feffer et al

02-02-2022

Normalise for Fairness: A Simple Normalisation Technique for Fairness in Regression Machine Learning Problems
by Mostafa M. Mohamed et al

02-03-2022

Net benefit, calibration, threshold selection, and training objectives for algorithmic fairness in healthcare
by Stephen R. Pfohl et al

02-03-2022

Unified Fake News Detection using Transfer Learning of Bidirectional Encoder Representation from Transformers model
by Vijay Srinivas Tida et al

02-01-2022

AlphaDesign: A graph protein design method and benchmark on AlphaFoldDB
by Zhangyang Gao et al

02-02-2022

Proceedings 10th International Workshop on Theorem Proving Components for Educational Software
by João Marcos et al

02-03-2022

Exploiting Independent Instruments: Identification and Distribution Generalization
by Sorawit Saengkyongam et al

02-01-2022

Weighted Random Cut Forest Algorithm for Anomaly Detections
by Sijin Yeom et al

02-01-2022

A Hybrid Physics Machine Learning Approach for Macroscopic Traffic State Estimation
by Zhao Zhang et al

02-01-2022

Lagrangian Manifold Monte Carlo on Monge Patches
by Marcelo Hartmann et al

02-01-2022

Understanding Cross-Domain Few-Shot Learning: An Experimental Study
by Jaehoon Oh et al

02-03-2022

A Robust Phased Elimination Algorithm for Corruption-Tolerant Gaussian Process Bandits
by Ilija Bogunovic et al

02-03-2022

Modeling unknown dynamical systems with hidden parameters
by Xiaohan Fu et al

02-01-2022

Improving Sample Efficiency of Value Based Models Using Attention and Vision Transformers
by Amir Ardalan Kalantari et al

02-02-2022

Even Simpler Deterministic Matrix Sketching
by Edo Liberty

02-01-2022

Achieving Fairness at No Utility Cost via Data Reweighing
by Peizhao Li et al

02-01-2022

Compiler-Driven Simulation of Reconfigurable Hardware Accelerators
by Zhijing Li et al

02-02-2022

Performance of multilabel machine learning models and risk stratification schemas for predicting stroke and bleeding risk in patients with non-valvular atrial fibrillation
by Juan Lu et al

 
Craig Smith