2021.12.13 Learning papers

 

12-08-2021

Deep Learning and Mathematical Intuition: A Review of (Davies et al. 2021)
by Ernest Davis

12-08-2021

Improving language models by retrieving from trillions of tokens
by Sebastian Borgeaud et al

12-08-2021

InvGAN: Invertible GANs
by Partha Ghosh et al

12-07-2021

Tell me why! -- Explanations support learning of relational and causal structure
by Andrew K. Lampinen et al

12-07-2021

Creating Multimodal Interactive Agents with Imitation and Self-Supervised Learning
by DeepMind Interactive Agents Team et al

12-09-2021

Extending the WILDS Benchmark for Unsupervised Adaptation
by Shiori Sagawa et al

12-07-2021

Grounded Language-Image Pre-training
by Liunian Harold Li et al

12-07-2021

CMA-CLIP: Cross-Modality Attention CLIP for Image-Text Classification
by Huidong Liu et al

12-07-2021

raceBERT -- A Transformer-based Model for Predicting Race and Ethnicity from Names
by Prasanna Parasurama

12-08-2021

MLP Architectures for Vision-and-Language Modeling: An Empirical Study
by Yixin Nie et al

12-07-2021

Godot Reinforcement Learning Agents
by Edward Beeching et al

12-07-2021

A Transferable Approach for Partitioning Machine Learning Models on Multi-Chip-Modules
by Xinfeng Xie et al

12-08-2021

Recent Advances in Reinforcement Learning in Finance
by Ben Hambly et al

12-07-2021

Information is Power: Intrinsic Control via Information Capture
by Nicholas Rhinehart et al

12-09-2021

PTR: A Benchmark for Part-based Conceptual, Relational, and Physical Reasoning
by Yining Hong et al

12-09-2021

Detecting Potentially Harmful and Protective Suicide-related Content on Twitter: A Machine Learning Approach
by Hannah Metzler et al

12-08-2021

Contrastive Instruction-Trajectory Learning for Vision-Language Navigation
by Xiwen Liang et al

12-10-2021

Self-attention Does Not Need O(n2)O(n2) Memory
by Markus N. Rabe et al

12-09-2021

Self-Supervised Image-to-Text and Text-to-Image Synthesis
by Anindya Sundar Das et al

12-09-2021

KGE-CL: Contrastive Learning of Knowledge Graph Embeddings
by Wentao Xu et al

12-07-2021

A generalization gap estimation for overparameterized models via Langevin functional variance
by Akifumi Okuno et al

12-09-2021

Effective dimension of machine learning models
by Amira Abbas et al

12-07-2021

Scaling Structured Inference with Randomization
by Yao Fu et al

12-08-2021

Training Robust Zero-Shot Voice Conversion Models with Self-supervised Features
by Trung Dang et al

12-09-2021

DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization
by Aviral Kumar et al

12-09-2021

Neural Descriptor Fields: SE(3)-Equivariant Object Representations for Manipulation
by Anthony Simeonov et al

12-08-2021

BACON: Band-limited Coordinate Networks for Multiscale Scene Representation
by David B. Lindell et al

12-09-2021

High-Dimensional Stock Portfolio Trading with Deep Reinforcement Learning
by Uta Pigorsch et al

12-07-2021

Learning Linear Models Using Distributed Iterative Hessian Sketching
by Han Wang et al

12-09-2021

A Bayesian Treatment of Real-to-Sim for Deformable Object Manipulation
by Rika Antonova et al

12-08-2021

CoMPS: Continual Meta Policy Search
by Glen Berseth et al

12-09-2021

Latent Space Explanation by Intervention
by Itai Gat et al

12-09-2021

A More Stable Accelerated Gradient Method Inspired by Continuous-Time Perspective
by Yasong Feng et al

12-07-2021

Question Answering Survey: Directions, Challenges, Datasets, Evaluation Matrices
by Hariom A. Pandya et al

12-08-2021

Calibration Improves Bayesian Optimization
by Shachi Deshpande et al

12-08-2021

Prediction of Adverse Biological Effects of Chemicals Using Knowledge Graph Embeddings
by Erik B. Myklebust et al

12-09-2021

Machine Learning for Utility Prediction in Argument-Based Computational Persuasion
by Ivan Donadello et al

12-08-2021

Efficient Batch Homomorphic Encryption for Vertically Federated XGBoost
by Wuxing Xu et al

12-07-2021

Bless and curse of smoothness and phase transitions in nonparametric regressions: a nonasymptotic perspective
by Ying Zhu

12-08-2021

Learning music audio representations via weak language supervision
by Ilaria Manco et al

12-08-2021

The perils of being unhinged: On the accuracy of classifiers minimizing a noise-robust convex loss
by Philip M. Long et al

12-08-2021

Exploring Temporal Granularity in Self-Supervised Video Representation Learning
by Rui Qian et al

12-08-2021

Model-Value Inconsistency as a Signal for Epistemic Uncertainty
by Angelos Filos et al

12-08-2021

ShinRL: A Library for Evaluating RL Algorithms from Theoretical and Practical Perspectives
by Toshinori Kitamura et al

12-09-2021

PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures
by Dan Hendrycks et al

12-08-2021

Ambiguous Dynamic Treatment Regimes: A Reinforcement Learning Approach
by Soroush Saghafian

12-07-2021

Active Sensing for Communications by Learning
by Foad Sohrabi et al

12-09-2021

Opinion Extraction as A Structured Sentiment Analysis using Transformers
by Yucheng Liu et al

12-08-2021

Building Quantum Field Theories Out of Neurons
by James Halverson

12-08-2021

Shortest Paths in Graphs with Matrix-Valued Edges: Concepts, Algorithm and Application to 3D Multi-Shape Analysis
by Viktoria Ehm et al

12-07-2021

Enhancing Column Generation by a Machine-Learning-Based Pricing Heuristic for Graph Coloring
by Yunzhuang Shen et al

12-09-2021

The Peril of Popular Deep Learning Uncertainty Estimation Methods
by Yehao Liu et al

12-07-2021

A deep language model to predict metabolic network equilibria
by François Charton et al

12-08-2021

Revisiting Contrastive Learning through the Lens of Neighborhood Component Analysis: an Integrated Framework
by Ching-Yun Ko et al

12-08-2021

Differentially Private Ensemble Classifiers for Data Streams
by Lovedeep Gondara et al

12-09-2021

Evaluating saliency methods on artificial data with different background types
by Céline Budding et al

12-09-2021

Does Redundancy in AI Perception Systems Help to Test for Super-Human Automated Driving Performance?
by Hanno Gottschalk et al

12-08-2021

Does Structure Matter? Leveraging Data-to-Text Generation for Answering Complex Information Needs
by Hanane Djeddal et al

12-08-2021

Deep Q-Learning Market Makers in a Multi-Agent Simulated Stock Market
by Oscar Fernández Vicente et al

12-08-2021

Come-Closer-Diffuse-Faster: Accelerating Conditional Diffusion Models for Inverse Problems through Stochastic Contraction
by Hyungjin Chung et al

12-09-2021

Bringing Atomistic Deep Learning to Prime Time
by Nathan C. Frey et al

12-10-2021

Interaction-Aware Sensitivity Analysis for Aerodynamic Optimization Results using Information Theory
by Patricia Wollstadt et al

12-08-2021

PATO: Producibility-Aware Topology Optimization using Deep Learning for Metal Additive Manufacturing
by Naresh S. Iyer et al

12-07-2021

Private Robust Estimation by Stabilizing Convex Relaxations
by Pravesh K. Kothari et al

12-09-2021

Continuation Path with Linear Convergence Rate
by Eugene Ndiaye et al

12-09-2021

Combining Textual Features for the Detection of Hateful and Offensive Language
by Sherzod Hakimov et al

12-09-2021

Generating Useful Accident-Prone Driving Scenarios via a Learned Traffic Prior
by Davis Rempe et al

12-07-2021

Lattice-Based Methods Surpass Sum-of-Squares in Clustering
by Ilias Zadik et al

12-07-2021

On the Effectiveness of Mode Exploration in Bayesian Model Averaging for Neural Networks
by John T. Holodnak et al

12-07-2021

Unsupervised Representation Learning via Neural Activation Coding
by Yookoon Park et al

12-07-2021

RID-Noise: Towards Robust Inverse Design under Noisy Environments
by Jia-Qi Yang et al

12-08-2021

CoSSL: Co-Learning of Representation and Classifier for Imbalanced Semi-Supervised Learning
by Yue Fan et al

12-08-2021

Self-Supervised Models are Continual Learners
by Enrico Fini et al

12-08-2021

Geometry-Guided Progressive NeRF for Generalizable and Efficient Neural Human Rendering
by Mingfei Chen et al

12-08-2021

Trainability for Universal GNNs Through Surgical Randomness
by Billy Joe Franks et al

12-08-2021

Trajectory-Constrained Deep Latent Visual Attention for Improved Local Planning in Presence of Heterogeneous Terrain
by Stefan Wapnick et al

12-07-2021

Graph Neural Controlled Differential Equations for Traffic Forecasting
by Jeongwhan Choi et al

12-07-2021

Learning Theory Can (Sometimes) Explain Generalisation in Graph Neural Networks
by Pascal Mattia Esser et al

12-07-2021

More layers! End-to-end regression and uncertainty on tabular data with deep learning
by Ivan Bondarenko

12-07-2021

SHRIMP: Sparser Random Feature Models via Iterative Magnitude Pruning
by Yuege Xie et al

12-08-2021

Enhancing Counterfactual Classification via Self-Training
by Ruijiang Gao et al

12-07-2021

Accelerating Understanding of Scientific Experiments with End to End Symbolic Regression
by Nikos Arechiga et al

12-08-2021

Generalization Error Bounds for Iterative Recovery Algorithms Unfolded as Neural Networks
by Ekkehard Schnoor et al

12-08-2021

Daily peak electrical load forecasting with a multi-resolution approach
by Yvenn Amara-Ouali et al

12-09-2021

Evaluation of survival distribution predictions with discrimination measures
by Raphael Sonabend et al

12-09-2021

Provable Continual Learning via Sketched Jacobian Approximations
by Reinhard Heckel

12-08-2021

On the Use of Unrealistic Predictions in Hundreds of Papers Evaluating Graph Representations
by Li-Chung Lin et al

12-07-2021

Towards a Shared Rubric for Dataset Annotation
by Andrew Marc Greene

12-08-2021

Autoregressive Quantile Flows for Predictive Uncertainty Estimation
by Phillip Si et al

12-07-2021

Low-rank Tensor Decomposition for Compression of Convolutional Neural Networks Using Funnel Regularization
by Bo-Shiuan Chu et al

12-08-2021

Clairvoyance: Intelligent Route Planning for Electric Buses Based on Urban Big Data
by Xiangyong Lu et al

12-08-2021

Merging Subject Matter Expertise and Deep Convolutional Neural Network for State-Based Online Machine-Part Interaction Classification
by Hao Wang et al

12-09-2021

RamBoAttack: A Robust Query Efficient Deep Neural Network Decision Exploit
by Viet Quoc Vo et al

12-07-2021

Gaussian map predictions for 3D surface feature localisation and counting
by Justin Le Louëdec et al

12-09-2021

Reducing Catastrophic Forgetting in Self Organizing Maps with Internally-Induced Generative Replay
by Hitesh Vaidya et al

12-08-2021

A Fast Algorithm for PAC Combinatorial Pure Exploration
by Noa Ben-David et al

12-09-2021

Wikidated 1.0: An Evolving Knowledge Graph Dataset of Wikidatas Revision History
by Lukas Schmelzeisen et al

12-09-2021

Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental Learning
by Yujun Shi et al

12-09-2021

A New Measure of Model Redundancy for Compressed Convolutional Neural Networks
by Feiqing Huang et al

12-08-2021

A Note on Comparison of F-measures
by Wei Ju et al

12-08-2021

Whose Ground Truth? Accounting for Individual and Collective Identities Underlying Dataset Annotation
by Emily Denton et al

12-07-2021

Federated Causal Discovery
by Erdun Gao et al

12-09-2021

A Training Framework for Stereo-Aware Speech Enhancement using Deep Neural Networks
by Bahareh Tolooshams et al

12-07-2021

Best Arm Identification under Additive Transfer Bandits
by Ojash Neopane et al

12-09-2021

Mutual Adversarial Training: Learning together is better than going alone
by Jiang Liu et al

12-08-2021

Pareto Domain Adaptation
by Fangrui Lv et al

12-07-2021

Physics guided deep learning generative models for crystal materials discovery
by Yong Zhao et al

12-08-2021

Application of Deep Reinforcement Learning to Payment Fraud
by Siddharth Vimal et al

12-07-2021

Multinational Address Parsing: A Zero-Shot Evaluation
by Marouane Yassine et al

12-09-2021

Model Doctor: A Simple Gradient Aggregation Strategy for Diagnosing and Treating CNN Classifiers
by Zunlei Feng et al

12-08-2021

Estimation in Rotationally Invariant Generalized Linear Models via Approximate Message Passing
by Ramji Venkataramanan et al

12-09-2021

Amicable Aid: Turning Adversarial Attack to Benefit Classification
by Juyeop Kim et al

12-08-2021

Multiway Ensemble Kalman Filter
by Yu Wang et al

12-08-2021

Specializing Versatile Skill Libraries using Local Mixture of Experts
by Onur Celik et al

12-09-2021

Learning Transferable Motor Skills with Hierarchical Latent Mixture Policies
by Dushyant Rao et al

12-07-2021

In-flight Novelty Detection with Convolutional Neural Networks
by Adam Hartwell et al

12-09-2021

Regularized Modal Regression on Markov-dependent Observations: A Theoretical Assessment
by Tielang Gong et al

12-10-2021

Predicting Physical World Destinations for Commands Given to Self-Driving Cars
by Dusan Grujicic et al

12-08-2021

Burn After Reading: Online Adaptation for Cross-domain Streaming Data
by Luyu Yang et al

12-07-2021

i-SpaSP: Structured Neural Pruning via Sparse Signal Recovery
by Cameron R. Wolfe et al

12-09-2021

Adaptive Methods for Aggregated Domain Generalization
by Xavier Thomas et al

12-07-2021

DeepFace-EMD: Re-ranking Using Patch-wise Earth Movers Distance Improves Out-Of-Distribution Face Identification
by Hai Phan et al

12-10-2021

Discourse-Aware Prompt Design for Text Generation
by Marjan Ghazvininejad et al

12-07-2021

A Continuous-time Stochastic Gradient Descent Method for Continuous Data
by Kexin Jin et al

12-09-2021

3D-VField: Learning to Adversarially Deform Point Clouds for Robust 3D Object Detection
by Alexander Lehner et al

12-08-2021

Enhancing Food Intake Tracking in Long-Term Care with Automated Food Imaging and Nutrient Intake Tracking (AFINI-T) Technology
by Kaylen J. Pfisterer et al

12-07-2021

Synthetic Acute Hypotension and Sepsis Datasets Based on MIMIC-III and Published as Part of the Health Gym Project
by Nicholas I-Hsien Kuo et al

12-08-2021

Transferability Properties of Graph Neural Networks
by Luana Ruiz et al

12-09-2021

Siamese Attribute-missing Graph Auto-encoder
by Wenxuan Tu et al

12-09-2021

Fair Structure Learning in Heterogeneous Graphical Models
by Davoud Ataee Tarzanagh et al

12-07-2021

Generation of Non-Deterministic Synthetic Face Datasets Guided by Identity Priors
by Marcel Grimmer et al

12-08-2021

Radar Occupancy Prediction with Lidar Supervision while Preserving Long-Range Sensing and Penetrating Capabilities
by Pou-Chun Kung et al

12-08-2021

Implicit Neural Representations for Image Compression
by Yannick Strümpler et al

12-09-2021

On Convergence of Federated Averaging Langevin Dynamics
by Wei Deng et al

12-08-2021

FastSGD: A Fast Compressed SGD Framework for Distributed Machine Learning
by Keyu Yang et al

12-09-2021

Robust Weakly Supervised Learning for COVID-19 Recognition Using Multi-Center CT Images
by Qinghao Ye et al

12-08-2021

Transformaly -- Two (Feature Spaces) Are Better Than One
by Matan Jacob Cohen et al

12-07-2021

Understanding Square Loss in Training Overparametrized Neural Network Classifiers
by Tianyang Hu et al

12-08-2021

SoK: Anti-Facial Recognition Technology
by Emily Wenger et al

12-09-2021

Forecast Evaluation in Large Cross-Sections of Realized Volatility
by Christis Katsouris

12-07-2021

Hyper-parameter optimization based on soft actor critic and hierarchical mixture regularization
by Chaoyue Liu et al

12-08-2021

Adaptive Kernel Graph Neural Network
by Mingxuan Ju et al

12-09-2021

A fully-differentiable compressible high-order computational fluid dynamics solver
by Deniz A. Bezgin et al

12-10-2021

VUT: Versatile UI Transformer for Multi-Modal Multi-Task User Interface Modeling
by Yang Li et al

12-08-2021

Optimistic Rates: A Unifying Theory for Interpolation Learning and Regularization in Linear Regression
by Lijia Zhou et al

12-07-2021

The Effect of Model Size on Worst-Group Generalization
by Alan Pham et al

12-10-2021

Unified Multimodal Pre-training and Prompt-based Tuning for Vision-Language Understanding and Generation
by Tianyi Liu et al

12-09-2021

PE-former: Pose Estimation Transformer
by Paschalis Panteleris et al

12-08-2021

Improving the Training of Graph Neural Networks with Consistency Regularization
by Chenhui Zhang et al

12-08-2021

Progressive Multi-stage Interactive Training in Mobile Network for Fine-grained Recognition
by Zhenxin Wu et al

12-08-2021

GCA-Net : Utilizing Gated Context Attention for Improving Image Forgery Localization and Detection
by Sowmen Das et al

12-09-2021

VMAgent: Scheduling Simulator for Reinforcement Learning
by Junjie Sheng et al

12-08-2021

Learning over All Stabilizing Nonlinear Controllers for a Partially-Observed Linear System
by Ruigang Wang et al

12-08-2021

Convergence Results For Q-Learning With Experience Replay
by Liran Szlak et al

12-10-2021

Sketching as a Tool for Understanding and Accelerating Self-attention for Long Sequences
by Yifan Chen et al

12-09-2021

Gradient-matching coresets for continual learning
by Lukas Balles et al

12-07-2021

PTR-PPO: Proximal Policy Optimization with Prioritized Trajectory Replay
by Xingxing Liang et al

12-07-2021

MESA: Offline Meta-RL for Safe Adaptation and Fault Tolerance
by Michael Luo et al

12-07-2021

Membership Inference Attacks From First Principles
by Nicholas Carlini et al

12-07-2021

Variance-Aware Weight Initialization for Point Convolutional Neural Networks
by Pedro Hermosilla et al

12-07-2021

Wild ToFu: Improving Range and Quality of Indirect Time-of-Flight Depth with RGB Fusion in Challenging Environments
by HyunJun Jung et al

12-07-2021

JueWu-MC: Playing Minecraft with Sample-efficient Hierarchical Reinforcement Learning
by Zichuan Lin et al

12-09-2021

Model-Agnostic Hybrid Numerical Weather Prediction and Machine Learning Paradigm for Solar Forecasting in the Tropics
by Nigel Yuan Yun Ng et al

12-09-2021

A Survey on Echo Chambers on Social Media: Description, Detection and Mitigation
by Faisal Alatawi et al

12-07-2021

Unsupervised Learning of Compositional Scene Representations from Multiple Unspecified Viewpoints
by Jinyang Yuan et al

12-07-2021

Flexible Networks for Learning Physical Dynamics of Deformable Objects
by Jinhyung Park et al

12-07-2021

Training Deep Models to be Explained with Fewer Examples
by Tomoharu Iwata et al

12-09-2021

From Good to Best: Two-Stage Training for Cross-lingual Machine Reading Comprehension
by Nuo Chen et al

12-08-2021

A Fully Single Loop Algorithm for Bilevel Optimization without Hessian Inverse
by Junyi Li et al

12-09-2021

Automated Side Channel Analysis of Media Software with Manifold Learning
by Yuanyuan Yuan et al

12-08-2021

Learnable Faster Kernel-PCA for Nonlinear Fault Detection: Deep Autoencoder-Based Realization
by Zelin Ren et al

12-09-2021

Addressing Deep Learning Model Uncertainty in Long-Range Climate Forecasting with Late Fusion
by Ken C. L. Wong et al

12-07-2021

A Generic Approach for Enhancing GANs by Regularized Latent Optimization
by Yufan Zhou et al

12-07-2021

Image Enhancement via Bilateral Learning
by Saeedeh Rezaee et al

12-07-2021

Towards Modeling and Resolving Singular Parameter Spaces using Stratifolds
by Pascal Mattia Esser et al

12-07-2021

Traversing within the Gaussian Typical Set: Differentiable Gaussianization Layers for Inverse Problems Augmented by Normalizing Flows
by Dongzhuo Li et al

12-07-2021

Domain Generalization via Progressive Layer-wise and Channel-wise Dropout
by Jintao Guo et al

12-08-2021

Replay For Safety
by Liran Szlak et al

12-09-2021

The Fundamental Limits of Interval Arithmetic for Neural Networks
by Matthew Mirman et al

12-09-2021

An Experimental Design Perspective on Model-Based Reinforcement Learning
by Viraj Mehta et al

12-09-2021

PARL: Enhancing Diversity of Ensemble Networks to Resist Adversarial Attacks via Pairwise Adversarially Robust Loss Function
by Manaar Alam et al

12-08-2021

Variational Regularization in Inverse Problems and Machine Learning
by Martin Burger

12-10-2021

LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks
by Adam Goodge et al

12-07-2021

OOD-GNN: Out-of-Distribution Generalized Graph Neural Network
by Haoyang Li et al

12-10-2021

On Causally Disentangled Representations
by Abbavaram Gowtham Reddy et al

12-08-2021

STAF: A Spatio-Temporal Attention Fusion Network for Few-shot Video Classification
by Rex Liu et al

12-10-2021

Efficient Action Poisoning Attacks on Linear Contextual Bandits
by Guanlin Liu et al

12-09-2021

Spinning Language Models for Propaganda-As-A-Service
by Eugene Bagdasaryan et al

12-09-2021

GPU backed Data Mining on Android Devices
by Robert Fritze et al

12-09-2021

Next Steps: Learning a Disentangled Gait Representation for Versatile Quadruped Locomotion
by Alexander L. Mitchell et al

12-10-2021

Eigenspace Restructuring: a Principle of Space and Frequency in Neural Networks
by Lechao Xiao

12-07-2021

Image classifiers can not be made robust to small perturbations
by Zheng Dai et al

12-10-2021

Sampling from Discrete Energy-Based Models with Quality/Efficiency Trade-offs
by Bryan Eikema et al

12-09-2021

Millimeter Wave Localization with Imperfect Training Data using Shallow Neural Networks
by Anish Shastri et al

12-08-2021

Regularization methods for the short-term forecasting of the Italian electric load
by Alessandro Incremona et al

12-07-2021

Vision-Cloud Data Fusion for ADAS: A Lane Change Prediction Case Study
by Yongkang Liu et al

12-07-2021

Scalable 3D Semantic Segmentation for Gun Detection in CT Scans
by Marius Memmel et al

12-07-2021

Handwritten Mathematical Expression Recognition via Attention Aggregation based Bi-directional Mutual Learning
by Xiaohang Bian et al

12-10-2021

A Deep Learning Based Automated Hand Hygiene Training System
by Mobina Shahbandeh et al

12-10-2021

Preemptive Image Robustification for Protecting Users against Man-in-the-Middle Adversarial Attacks
by Seungyong Moon et al

12-08-2021

Non parametric estimation of causal populations in a counterfactual scenario
by Celine Beji et al

12-07-2021

Uncovering the Local Hidden Community Structure in Social Networks
by Meng Wang et al

12-09-2021

Error-Aware Imitation Learning from Teleoperation Data for Mobile Manipulation
by Josiah Wong et al

12-08-2021

Self-Supervised Speaker Verification with Simple Siamese Network and Self-Supervised Regularization
by Mufan Sang et al

12-10-2021

Cross-Modal Transferable Adversarial Attacks from Images to Videos
by Zhipeng Wei et al

12-08-2021

Pretrained Cost Model for Distributed Constraint Optimization Problems
by Yanchen Deng et al

12-09-2021

Reinforcement Learning with Almost Sure Constraints
by Agustin Castellano et al

12-09-2021

Asynchronous Semi-Decentralized Federated Edge Learning for Heterogeneous Clients
by Yuchang Sun et al

12-07-2021

KoopmanizingFlows: Diffeomorphically Learning Stable Koopman Operators
by Petar Bevanda et al

12-07-2021

Multi-Task Learning on Networks
by Andrea Ponti

12-08-2021

Autoencoder-based Communications with Reconfigurable Intelligent Surfaces
by Tugba Erpek et al

12-09-2021

Multimodal Pre-Training Model for Sequence-based Prediction of Protein-Protein Interaction
by Yang Xue et al

12-09-2021

Measuring Wind Turbine Health Using Drifting Concepts
by Agnieszka Jastrzebska et al

12-08-2021

Estimating Divergences in High Dimensions
by Loong Kuan Lee et al

12-08-2021

Scalable and Decentralized Algorithms for Anomaly Detection via Learning-Based Controlled Sensing
by Geethu Joseph et al

12-09-2021

Representing 3D Shapes with Probabilistic Directed Distance Fields
by Tristan Aumentado-Armstrong et al

12-09-2021

A Novel Tropical Geometry-based Interpretable Machine Learning Method: Application in Prognosis of Advanced Heart Failure
by Heming Yao et al

12-07-2021

A coarse space acceleration of deep-DDM
by Valentin Mercier et al

12-10-2021

Concept Representation Learning with Contrastive Self-Supervised Learning
by Daniel T. Chang

12-10-2021

Artificial Intellgence -- Application in Life Sciences and Beyond. The Upper Rhine Artificial Intelligence Symposium UR-AI 2021
by Karl-Herbert Schäfer et al

12-07-2021

Attention-Based Model and Deep Reinforcement Learning for Distribution of Event Processing Tasks
by A. Mazayev et al

12-08-2021

Label-free virtual HER2 immunohistochemical staining of breast tissue using deep learning
by Bijie Bai et al

12-10-2021

The Large Labelled Logo Dataset (L3D): A Multipurpose and Hand-Labelled Continuously Growing Dataset
by Asier Gutiérrez-Fandiño et al

12-09-2021

New Tight Relaxations of Rank Minimization for Multi-Task Learning
by Wei Chang et al

12-10-2021

DEBACER: a method for slicing moderated debates
by Thomas Palmeira Ferraz et al

12-10-2021

Blockwise Sequential Model Learning for Partially Observable Reinforcement Learning
by Giseung Park et al

12-09-2021

Uncertainty, Edge, and Reverse-Attention Guided Generative Adversarial Network for Automatic Building Detection in Remotely Sensed Images
by Somrita Chattopadhyay et al

12-07-2021

Disentangled Counterfactual Recurrent Networks for Treatment Effect Inference over Time
by Jeroen Berrevoets et al

12-07-2021

Accurate parameter estimation using scan-specific unsupervised deep learning for relaxometry and MR fingerprinting
by Mengze Gao et al

12-09-2021

7th AI Driving Olympics: 1st Place Report for Panoptic Tracking
by Rohit Mohan et al

12-10-2021

PACMAN: PAC-style bounds accounting for the Mismatch between Accuracy and Negative log-loss
by Matias Vera et al

12-07-2021

Tailored neural networks for learning optimal value functions in MPC
by Dieter Teichrib et al

12-07-2021

Which images to label for few-shot medical landmark detection?
by Quan Quan et al

12-09-2021

Context-aware Health Event Prediction via Transition Functions on Dynamic Disease Graphs
by Chang Lu et al

12-10-2021

How to Avoid Trivial Solutions in Physics-Informed Neural Networks
by Raphael Leiteritz et al

12-07-2021

State-of-the-art predictive and prescriptive analytics for IEEE CIS 3rd Technical Challenge
by Mahdi Abolghasemi et al

12-07-2021

Relating transformers to models and neural representations of the hippocampal formation
by James C. R. Whittington et al

12-08-2021

Adaptive R-Peak Detection on Wearable ECG Sensors for High-Intensity Exercise
by Elisabetta De Giovanni et al

12-09-2021

Ymir: A Supervised Ensemble Framework for Multivariate Time Series Anomaly Detection
by Zhanxiang Zhao

12-10-2021

Beyond Parallel Pancakes: Quasi-Polynomial Time Guarantees for Non-Spherical Gaussian Mixtures
by Rares-Darius Buhai et al

12-07-2021

DeepDiagnosis: Automatically Diagnosing Faults and Recommending Actionable Fixes in Deep Learning Programs
by Mohammad Wardat et al

12-07-2021

Cross-domain User Preference Learning for Cold-start Recommendation
by Huiling Zhou et al

12-07-2021

Shrub Ensembles for Online Classification
by Sebastian Buschjäger et al

12-07-2021

A deep learning model for data-driven discovery of functional connectivity
by Usman Mahmood et al

12-10-2021

Network Compression via Central Filter
by Yuanzhi Duan et al

12-07-2021

CCasGNN: Collaborative Cascade Prediction Based on Graph Neural Networks
by Yansong Wang et al

12-07-2021

CapsProm: A Capsule Network For Promoter Prediction
by Lauro Moraes et al

12-10-2021

Faster Single-loop Algorithms for Minimax Optimization without Strong Concavity
by Junchi Yang et al

12-09-2021

Road Extraction from Overhead Images with Graph Neural Networks
by Gaetan Bahl et al

12-10-2021

Pruning Pretrained Encoders with a Multitask Objective
by Patrick Xia et al

12-07-2021

Universalizing Weak Supervision
by Changho Shin et al

12-07-2021

Assessing Fairness in the Presence of Missing Data
by Yiliang Zhang et al

12-10-2021

Boosting Active Learning via Improving Test Performance
by Tianyang Wang et al

12-09-2021

The Many Faces of Anger: A Multicultural Video Dataset of Negative Emotions in the Wild (MFA-Wild)
by Roya Javadi et al

12-10-2021

Tradeoffs Between Contrastive and Supervised Learning: An Empirical Study
by Ananya Karthik et al

12-07-2021

Genetic Algorithm for Constrained Molecular Inverse Design
by Yurim Lee et al

12-08-2021

Gaussian Process Constraint Learning for Scalable Chance-Constrained Motion Planning from Demonstrations
by Glen Chou et al

12-07-2021

A Piece-wise Polynomial Filtering Approach for Graph Neural Networks
by Vijay Lingam et al

12-09-2021

DiffuseMorph: Unsupervised Deformable Image Registration Along Continuous Trajectory Using Diffusion Models
by Boah Kim et al

12-08-2021

Identification of Twitter Bots based on an Explainable ML Framework: the US 2020 Elections Case Study
by Alexander Shevtsov et al

12-10-2021

A Validation Tool for Designing Reinforcement Learning Environments
by Ruiyang Xu et al

12-10-2021

Learning-Augmented Algorithms for Online Steiner Tree
by Chenyang Xu et al

12-07-2021

Neural Networks for Infectious Diseases Detection: Prospects and Challenges
by Muhammad Azeem et al

12-10-2021

Layer-Parallel Training of Residual Networks with Auxiliary-Variable Networks
by Qi Sun et al

12-10-2021

Learning soft interventions in complex equilibrium systems
by Michel Besserve et al

12-10-2021

How Private Is Your RL Policy? An Inverse RL Based Analysis Framework
by Kritika Prakash et al

12-09-2021

Classification of Anuran Frog Species Using Machine Learning
by Miriam Alabi

12-08-2021

End-to-end Alexa Device Arbitration
by Jarred Barber et al

12-10-2021

unrolling palm for sparse semi-blind source separation
by Mohammad Fahes et al

12-10-2021

Causal Knowledge Guided Societal Event Forecasting
by Songgaojun Deng et al

12-07-2021

Predict and Optimize: Through the Lens of Learning to Rank
by Jayanta Mandi et al

12-09-2021

Equivariant Quantum Graph Circuits
by Péter Mernyei et al

12-09-2021

Robustness Certificates for Implicit Neural Networks: A Mixed Monotone Contractive Approach
by Saber Jafarpour et al

12-09-2021

Building Autocorrelation-Aware Representations for Fine-Scale Spatiotemporal Prediction
by Yijun Lin et al

12-09-2021

PMFL: Partial Meta-Federated Learning for heterogeneous tasks and its applications on real-world medical records
by Tianyi Zhang et al

12-07-2021

Self-Organized Polynomial-Time Coordination Graphs
by Qianlan Yang et al

12-07-2021

Permutation Equivariant Generative Adversarial Networks for Graphs
by Yoann Boget et al

12-07-2021

Augment & Valuate : A Data Enhancement Pipeline for Data-Centric AI
by Youngjune Lee et al

12-07-2021

Predicting the Travel Distance of Patients to Access Healthcare using Deep Neural Networks
by Li-Chin Chen et al

12-10-2021

Interpretable Clustering via Multi-Polytope Machines
by Connor Lawless et al

12-10-2021

Defending Label Inference and Backdoor Attacks in Vertical Federated Learning
by Yang Liu et al

12-10-2021

Modelling DDoS Attacks in IoT Networks using Machine Learning
by Pheeha Machaka et al

12-07-2021

A graph representation based on fluid diffusion model for multimodal data analysis: theoretical aspects and enhanced community detection
by Andrea Marinoni et al

12-10-2021

Structure-Preserving Learning Using Gaussian Processes and Variational Integrators
by Jan Brüdigam et al

12-10-2021

A Generative Car-following Model Conditioned On Driving Styles
by Yifan Zhang et al

12-10-2021

Comparison of Markov chains via weak Poincar\e inequalities with application to pseudo-marginal MCMC
by Christophe Andrieu et al

12-09-2021

On multivariate randomized classification trees: l0l0-based sparsity, VC~dimension and decomposition methods
by Edoardo Amaldi et al

12-10-2021

Robustification of Online Graph Exploration Methods
by Franziska Eberle et al

12-10-2021

On Fair Selection in the Presence of Implicit and Differential Variance
by Vitalii Emelianov et al

12-10-2021

A Review of Indoor Millimeter Wave Device-based Localization and Device-free Sensing Technologies
by Anish Shastri et al

12-10-2021

A Self-supervised Mixed-curvature Graph Neural Network
by Li Sun et al

12-10-2021

Surrogate-data-enriched Physics-Aware Neural Networks
by Raphael Leiteritz et al

12-10-2021

Federated Two-stage Learning with Sign-based Voting
by Zichen Ma et al

12-10-2021

Neural Multi-Quantile Forecasting for Optimal Inventory Management
by Federico Garza Ramírez

12-10-2021

A Simple and Efficient Sampling-based Algorithm for General Reachability Analysis
by Thomas Lew et al

12-10-2021

On the Relationships between Transform-Learning NMF and Joint-Diagonalization
by Sixin Zhang et al

12-07-2021

Collaborative Learning over Wireless Networks: An Introductory Overview
by Emre Ozfatura et al

12-09-2021

On the Relation between Prediction and Imputation Accuracy under Missing Covariates
by Burim Ramosaj et al

 
Craig Smith