2021.12.6 Learning papers

 

12-01-2021

Quantum advantage in learning from experiments
by Hsin-Yuan Huang et al

11-30-2021

Show Your Work: Scratchpads for Intermediate Computation with Language Models
by Maxwell Nye et al

12-01-2021

A General Language Assistant as a Laboratory for Alignment
by Amanda Askell et al

12-02-2021

Zero-Shot Text-Guided Object Generation with Dream Fields
by Ajay Jain et al

11-30-2021

Donut: Document Understanding Transformer without OCR
by Geewook Kim et al

12-02-2021

SEAL: Self-supervised Embodied Active Learning using Exploration and 3D Consistency
by Devendra Singh Chaplot et al

11-30-2021

Environmental Sound Extraction Using Onomatopoeia
by Yuki Okamoto et al

12-02-2021

Residual Pathway Priors for Soft Equivariance Constraints
by Marc Finzi et al

12-02-2021

Editing a classifier by rewriting its prediction rules
by Shibani Santurkar et al

12-03-2021

Linear algebra with transformers
by François Charton

12-02-2021

BEVT: BERT Pretraining of Video Transformers
by Rui Wang et al

12-01-2021

Object-Aware Cropping for Self-Supervised Learning
by Shlok Mishra et al

11-30-2021

Diffusion Autoencoders: Toward a Meaningful and Decodable Representation
by Konpat Preechakul et al

11-30-2021

Task2Sim : Towards Effective Pre-training and Transfer from Synthetic Data
by Samarth Mishra et al

12-02-2021

GLAMR: Global Occlusion-Aware Human Mesh Recovery with Dynamic Cameras
by Ye Yuan et al

11-30-2021

DiffSDFSim: Differentiable Rigid-Body Dynamics With Implicit Shapes
by Michael Strecke et al

12-01-2021

Translation-equivariant Image Quantizer for Bi-directional Image-Text Generation
by Woncheol Shin et al

12-02-2021

FuseDream: Training-Free Text-to-Image Generation with Improved CLIP+GAN Space Optimization
by Xingchao Liu et al

12-02-2021

DenseCLIP: Language-Guided Dense Prediction with Context-Aware Prompting
by Yongming Rao et al

12-01-2021

Empirical evaluation of shallow and deep learning classifiers for Arabic sentiment analysis
by Ali Bou Nassif et al

11-30-2021

Sound-Guided Semantic Image Manipulation
by Seung Hyun Lee et al

12-02-2021

Masked-attention Mask Transformer for Universal Image Segmentation
by Bowen Cheng et al

12-01-2021

SegDiff: Image Segmentation with Diffusion Probabilistic Models
by Tomer Amit et al

11-30-2021

Efficient and robust high-dimensional sparse logistic regression via nonlinear primal-dual hybrid gradient algorithms
by Jérôme Darbon et al

12-01-2021

Controlling Conditional Language Models with Distributional Policy Gradients
by Tomasz Korbak et al

12-02-2021

Deep Transfer Learning: A Novel Collaborative Learning Model for Cyberattack Detection Systems in IoT Networks
by Tran Viet Khoa et al

11-30-2021

Synthetic weather radar using hybrid quantum-classical machine learning
by Graham R. Enos et al

12-02-2021

Forex Trading Volatility Prediction using Neural Network Models
by Shujian Liao et al

12-01-2021

ReIGNN: State Register Identification Using Graph Neural Networks for Circuit Reverse Engineering
by Subhajit Dutta Chowdhury et al

12-03-2021

Near-optimal estimation of smooth transport maps with kernel sums-of-squares
by Boris Muzellec et al

12-01-2021

Neural Stochastic Dual Dynamic Programming
by Hanjun Dai et al

12-03-2021

Reduced, Reused and Recycled: The Life of a Dataset in Machine Learning Research
by Bernard Koch et al

12-01-2021

Robustness in Deep Learning for Computer Vision: Mind the gap?
by Nathan Drenkow et al

11-30-2021

Survey Descent: A Multipoint Generalization of Gradient Descent for Nonsmooth Optimization
by X. Y. Han et al

12-01-2021

Revisiting dequantization and quantum advantage in learning tasks
by Jordan Cotler et al

12-01-2021

Systematic Generalization with Edge Transformers
by Leon Bergen et al

11-30-2021

Evaluating Gradient Inversion Attacks and Defenses in Federated Learning
by Yangsibo Huang et al

11-30-2021

VoRTX: Volumetric 3D Reconstruction With Transformers for Voxelwise View Selection and Fusion
by Noah Stier et al

12-02-2021

ScaleVLAD: Improving Multimodal Sentiment Analysis via Multi-Scale Fusion of Locally Descriptors
by Huaishao Luo et al

12-02-2021

Differentiable Spatial Planning using Transformers
by Devendra Singh Chaplot et al

12-02-2021

Near-Optimal Lower Bounds For Convex Optimization For All Orders of Smoothness
by Ankit Garg et al

12-03-2021

Reinforcement learning for options on target volatility funds
by Roberto Daluiso et al

12-03-2021

Coupling Vision and Proprioception for Navigation of Legged Robots
by Zipeng Fu et al

12-01-2021

Zero-Shot Cross-Lingual Machine Reading Comprehension via Inter-Sentence Dependency Graph
by Liyan Xu et al

12-02-2021

Why Calibration Error is Wrong Given Model Uncertainty: Using Posterior Predictive Checks with Deep Learning
by Achintya Gopal

12-01-2021

Reference-guided Pseudo-Label Generation for Medical Semantic Segmentation
by Constantin Seibold et al

11-30-2021

An Exact Algorithm for Semi-supervised Minimum Sum-of-Squares Clustering
by Veronica Piccialli et al

12-01-2021

The Shape Part Slot Machine: Contact-based Reasoning for Generating 3D Shapes from Parts
by Kai Wang et al

11-30-2021

Easy Semantification of Bioassays
by Marco Anteghini et al

12-01-2021

DPRK-BERT: The Supreme Language Model
by Arda Akdemir et al

11-30-2021

Exponentially Tilted Gaussian Prior for Variational Autoencoder
by Griffin Floto et al

12-02-2021

Who will dropout from university? Academic risk prediction based on interpretable machine learning
by Shudong Yang

12-03-2021

Class-agnostic Reconstruction of Dynamic Objects from Videos
by Zhongzheng Ren et al

12-02-2021

Is Approximation Universally Defensive Against Adversarial Attacks in Deep Neural Networks?
by Ayesha Siddique et al

12-01-2021

Molecular Contrastive Learning with Chemical Element Knowledge Graph
by Yin Fang et al

12-02-2021

Improving Controllability of Educational Question Generation by Keyword Provision
by Ying-Hong Chan et al

11-30-2021

Energy-Efficient Design for a NOMA assisted STAR-RIS Network with Deep Reinforcement Learning
by Yi Guo et al

12-02-2021

Evaluation of mathematical questioning strategies using data collected through weak supervision
by Debajyoti Datta et al

12-02-2021

Local Citation Recommendation with Hierarchical-Attention Text Encoder and SciBERT-based Reranking
by Nianlong Gu et al

12-03-2021

Graph Neural Networks for Charged Particle Tracking on FPGAs
by Abdelrahman Elabd et al

12-03-2021

Hierarchical Optimal Transport for Unsupervised Domain Adaptation
by Mourad El Hamri et al

11-30-2021

What Do You See in this Patient? Behavioral Testing of Clinical NLP Models
by Betty van Aken et al

12-02-2021

LeapfrogLayers: A Trainable Framework for Effective Topological Sampling
by Sam Foreman et al

11-30-2021

Text classification problems via BERT embedding method and graph convolutional neural network
by Loc Hoang Tran et al

11-30-2021

PGNets: Planet mass prediction using convolutional neural networks for radio continuum observations of protoplanetary disks
by Shangjia Zhang et al

12-01-2021

VisRuler: Visual Analytics for Extracting Decision Rules from Bagged and Boosted Decision Trees
by Angelos Chatzimparmpas et al

11-30-2021

Is the use of Deep Learning and Artificial Intelligence an appropriate means to locate debris in the ocean without harming aquatic wildlife?
by Zoe Moorton et al

11-30-2021

Leveraging Intrinsic Gradient Information for Machine Learning Model Training
by Chris McDonagh et al

12-03-2021

Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer
by Frederic Z. Zhang et al

12-03-2021

Residual-Based Adaptive Coefficient and Noise-Immunity ZNN for Perturbed Time-Dependent Quadratic Minimization
by Chengze Jiang et al

12-01-2021

Hierarchical Neural Implicit Pose Network for Animation and Motion Retargeting
by Sourav Biswas et al

12-02-2021

Online Search With Best-Price and Query-Based Predictions
by Spyros Angelopoulos et al

12-02-2021

Robust Robotic Control from Pixels using Contrastive Recurrent State-Space Models
by Nitish Srivastava et al

12-03-2021

Learning Emergent Random Access Protocol for LEO Satellite Networks
by Ju-Hyung Lee et al

11-30-2021

TiWS-iForest: Isolation Forest in Weakly Supervised and Tiny ML scenarios
by Tommaso Barbariol et al

12-03-2021

Fast L2L2 optimal mass transport via reduced basis methods for the Monge-Amp`ee`re equation
by Shijin Hou et al

12-01-2021

Discriminating Quantum States with Quantum Machine Learning
by David Quiroga et al

12-01-2021

ProtGNN: Towards Self-Explaining Graph Neural Networks
by Zaixi Zhang et al

12-01-2021

Outlier Detection using AI: A Survey
by Md Nazmul Kabir Sikder et al

12-01-2021

Incomplete Multi-view Clustering via Cross-view Relation Transfer
by Yiming Wang et al

12-01-2021

On the Practical Consistency of Meta-Reinforcement Learning Algorithms
by Zheng Xiong et al

11-30-2021

Studying Hadronization by Machine Learning Techniques
by Gábor Bíró et al

11-30-2021

Bayesian Modelling of Multivalued Power Curves from an Operational Wind Farm
by L. A. Bull et al

12-03-2021

Regularized Newton Method with Global O(1/k2)O(1/k2) Convergence
by Konstantin Mishchenko

12-03-2021

Estimating the Value-at-Risk by Temporal VAE
by Robert Sicks et al

12-02-2021

SparRL: Graph Sparsification via Deep Reinforcement Learning
by Ryan Wickman et al

12-02-2021

Constrained Machine Learning: The Bagel Framework
by Guillaume Perez et al

11-30-2021

Energy-Efficient Inference on the Edge Exploiting TinyML Capabilities for UAVs
by Wamiq Raza et al

12-01-2021

Machine learning Hadron Spectral Functions in Lattice QCD
by Shi-Yang Chen et al

11-30-2021

Generating Rich Product Descriptions for Conversational E-commerce Systems
by Shashank Kedia et al

12-02-2021

Differentially Private Exploration in Reinforcement Learning with Linear Representation
by Paul Luyo et al

12-02-2021

On the Existence of the Adversarial Bayes Classifier (Extended Version)
by Pranjal Awasthi et al

12-01-2021

Investigation of Training Label Error Impact on RNN-T
by I-Fan Chen et al

12-01-2021

Learning Invariant Representations with Missing Data
by Mark Goldstein et al

11-30-2021

CycleTransGAN-EVC: A CycleGAN-based Emotional Voice Conversion Model with Transformer
by Changzeng Fu et al

12-02-2021

Trajectory Clustering Performance Evaluation: If we know the answer, its not clustering
by Mohsen Rezaie et al

12-01-2021

SaDe: Learning Models that Provably Satisfy Domain Constraints
by Kshitij Goyal et al

11-30-2021

A Machine Learning Analysis of COVID-19 Mental Health Data
by Mostafa Rezapour et al

12-02-2021

Scheduling to Learn In An Unsupervised Online Streaming Model
by R. Vaze et al

12-01-2021

Forward Operator Estimation in Generative Models with Kernel Transfer Operators
by Zhichun Huang et al

12-01-2021

MOMO -- Deep Learning-driven classification of external DICOM studies for PACS archivation
by Frederic Jonske et al

11-30-2021

Adaptive Optimization with Examplewise Gradients
by Julius Kunze et al

11-30-2021

FROB: Few-shot ROBust Model for Classification and Out-of-Distribution Detection
by Nikolaos Dionelis

11-30-2021

Pixelated Butterfly: Simple and Efficient Sparse training for Neural Network Models
by Beidi Chen et al

12-02-2021

Improving mathematical questioning in teacher training
by Debajyoti Datta et al

12-02-2021

Sample Complexity of Robust Reinforcement Learning with a Generative Model
by Kishan Panaganti et al

12-02-2021

Theoretical Analysis of an XGBoost Framework for Product Cannibalization
by Gautham Bekal et al

12-01-2021

CondenseNeXt: An Ultra-Efficient Deep Neural Network for Embedded Systems
by Priyank Kalgaonkar et al

11-30-2021

LossPlot: A Better Way to Visualize Loss Landscapes
by Robert Bain et al

12-01-2021

Federated Learning with Adaptive Batchnorm for Personalized Healthcare
by Yiqiang Chen et al

12-03-2021

Frame Averaging for Equivariant Shape Space Learning
by Matan Atzmon et al

12-03-2021

Causal-based Time Series Domain Generalization for Vehicle Intention Prediction
by Yeping Hu et al

12-02-2021

The Representation Jensen-Reny\i Divergence
by Jhoan Keider Hoyos Osorio et al

12-01-2021

Rethink, Revisit, Revise: A Spiral Reinforced Self-Revised Network for Zero-Shot Learning
by Zhe Liu et al

11-30-2021

Binary Independent Component Analysis via Non-stationarity
by Antti Hyttinen et al

11-30-2021

Learning knot invariants across dimensions
by Jessica Craven et al

12-02-2021

HMC with Normalizing Flows
by Sam Foreman et al

12-01-2021

How Smart Guessing Strategies Can Yield Massive Scalability Improvements for Sparse Decision Tree Optimization
by Hayden McTavish et al

12-02-2021

Bayesian Optimization over Permutation Spaces
by Aryan Deshwal et al

12-02-2021

Deep residential representations: Using unsupervised learning to unlock elevation data for geo-demographic prediction
by Matthew Stevenson et al

11-30-2021

Open-Domain, Content-based, Multi-modal Fact-checking of Out-of-Context Images via Online Resources
by Sahar Abdelnabi et al

12-03-2021

Dynamic fracture of a bicontinuously nanostructured copolymer: A deep learning analysis of big-data-generating experiment
by Hanxun Jin et al

12-01-2021

Decomposing Representations for Deterministic Uncertainty Estimation
by Haiwen Huang et al

12-01-2021

MDFM: Multi-Decision Fusing Model for Few-Shot Learning
by Shuai Shao et al

12-01-2021

Seeking Sinhala Sentiment: Predicting Facebook Reactions of Sinhala Posts
by Vihanga Jayawickrama et al

11-30-2021

Leveraging The Topological Consistencies of Learning in Deep Neural Networks
by Stuart Synakowski et al

12-01-2021

Hardware-friendly Deep Learning by Network Quantization and Binarization
by Haotong Qin

12-01-2021

Aiding Medical Diagnosis Through the Application of Graph Neural Networks to Functional MRI Scans
by Katharina Zühlsdorff et al

12-01-2021

Efficient Symptom Inquiring and Diagnosis via Adaptive Alignment of Reinforcement Learning and Classification
by Hongyi Yuan et al

12-01-2021

Infinite Neural Network Quantum States
by Di Luo et al

12-03-2021

A Structured Dictionary Perspective on Implicit Neural Representations
by Gizem Yüce et al

12-02-2021

LMR-CBT: Learning Modality-fused Representations with CB-Transformer for Multimodal Emotion Recognition from Unaligned Multimodal Sequences
by Ziwang Fu et al

11-30-2021

DeepAL: Deep Active Learning in Python
by Kuan-Hao Huang

11-30-2021

The Devil is in the Margin: Margin-based Label Smoothing for Network Calibration
by Bingyuan Liu et al

12-01-2021

Automatic tumour segmentation in H&E-stained whole-slide images of the pancreas
by Pierpaolo Vendittelli et al

11-30-2021

NeeDrop: Self-supervised Shape Representation from Sparse Point Clouds using Needle Dropping
by Alexandre Boulch et al

12-01-2021

A Unified Benchmark for the Unknown Detection Capability of Deep Neural Networks
by Jihyo Kim et al

11-30-2021

Semi-Local Convolutions for LiDAR Scan Processing
by Larissa T. Triess et al

11-30-2021

The Power of Communication in a Distributed Multi-Agent System
by Philipp Dominic Siedler

11-30-2021

Public Data-Assisted Mirror Descent for Private Model Training
by Ehsan Amid et al

11-30-2021

Surrogate-based optimization using an artificial neural network for a parameter identification in a 3D marine ecosystem model
by Markus Pfeil et al

11-30-2021

MapReader: A Computer Vision Pipeline for the Semantic Exploration of Maps at Scale
by Kasra Hosseini et al

11-30-2021

A Highly Effective Low-Rank Compression of Deep Neural Networks with Modified Beam-Search and Modified Stable Rank
by Moonjung Eo et al

12-03-2021

Data-Free Neural Architecture Search via Recursive Label Calibration
by Zechun Liu et al

12-01-2021

Deep Measurement Updates for Bayes Filters
by Johannes Pankert et al

12-01-2021

Provable Guarantees for Understanding Out-of-distribution Detection
by Peyman Morteza et al

11-30-2021

Decoding the Protein-ligand Interactions Using Parallel Graph Neural Networks
by Carter Knutson et al

11-30-2021

PokeBNN: A Binary Pursuit of Lightweight Accuracy
by Yichi Zhang et al

12-01-2021

Robust and Adaptive Temporal-Difference Learning Using An Ensemble of Gaussian Processes
by Qin Lu et al

12-02-2021

Differential Property Prediction: A Machine Learning Approach to Experimental Design in Advanced Manufacturing
by Loc Truong et al

12-01-2021

Quantile Filtered Imitation Learning
by David Brandfonbrener et al

12-03-2021

Practitioner-Centric Approach for Early Incident Detection Using Crowdsourced Data for Emergency Services
by Yasas Senarath et al

11-30-2021

Imbalanced Graph Classification via Graph-of-Graph Neural Networks
by Yu Wang et al

11-30-2021

Continuous Control With Ensemble Deep Deterministic Policy Gradients
by Piotr Januszewski et al

11-30-2021

What to Learn, and How: Toward Effective Learning from Rationales
by Samuel Carton et al

12-02-2021

Active Learning for Domain Adaptation: An Energy-based Approach
by Binhui Xie et al

12-02-2021

CSAW-M: An Ordinal Classification Dataset for Benchmarking Mammographic Masking of Cancer
by Moein Sorkhei et al

11-30-2021

EdiBERT, a generative model for image editing
by Thibaut Issenhuth et al

12-03-2021

Adaptive Poincar\e Point to Set Distance for Few-Shot Classification
by Rongkai Ma et al

12-02-2021

Co-domain Symmetry for Complex-Valued Deep Learning
by Utkarsh Singhal et al

12-03-2021

ROCA: Robust CAD Model Retrieval and Alignment from a Single Image
by Can Gümeli et al

12-01-2021

Personal Comfort Estimation in Partial Observable Environment using Reinforcement Learning
by Shashi Suman et al

12-03-2021

Episodic Policy Gradient Training
by Hung Le et al

11-30-2021

Fast Topological Clustering with Wasserstein Distance
by Tananun Songdechakraiwut et al

12-03-2021

Mind Your Clever Neighbours: Unsupervised Person Re-identification via Adaptive Clustering Relationship Modeling
by Lianjie Jia et al

12-02-2021

Sample Prior Guided Robust Model Learning to Suppress Noisy Labels
by Wenkai Chen et al

11-30-2021

Training BatchNorm Only in Neural Architecture Search and Beyond
by Yichen Zhu et al

12-02-2021

A Fast Knowledge Distillation Framework for Visual Recognition
by Zhiqiang Shen et al

11-30-2021

ZZ-Net: A Universal Rotation Equivariant Architecture for 2D Point Clouds
by Georg Bökman et al

12-01-2021

Multi-Agent Transfer Learning in Reinforcement Learning-Based Ride-Sharing Systems
by Alberto Castagna et al

12-02-2021

Structure-Aware Multi-Hop Graph Convolution for Graph Neural Networks
by Yang Li et al

11-30-2021

HyperPCA: a Powerful Tool to Extract Elemental Maps from Noisy Data Obtained in LIBS Mapping of Materials
by Riccardo Finotello et al

11-30-2021

AutoDrop: Training Deep Learning Models with Automatic Learning Rate Drop
by Yunfei Teng et al

11-30-2021

A generic physics-informed neural network-based framework for reliability assessment of multi-state systems
by Taotao Zhou et al

11-30-2021

Model-Free μμ Synthesis via Adversarial Reinforcement Learning
by Darioush Keivan et al

12-01-2021

Robust End-to-End Focal Liver Lesion Detection using Unregistered Multiphase Computed Tomography Images
by Sang-gil Lee et al

12-01-2021

CLAWS: Contrastive Learning with hard Attention and Weak Supervision
by Jansel Herrera-Gerena et al

12-02-2021

Generalizing Off-Policy Learning under Sample Selection Bias
by Tobias Hatt et al

12-02-2021

Challenges and Opportunities in Approximate Bayesian Deep Learning for Intelligent IoT Systems
by Meet P. Vadera et al

11-30-2021

Robust and Provably Monotonic Networks
by Ouail Kitouni et al

12-01-2021

Adversarial Robustness of Deep Reinforcement Learning based Dynamic Recommender Systems
by Siyu Wang et al

12-01-2021

Leveraging Sequence Embedding and Convolutional Neural Network for Protein Function Prediction
by Wei-Cheng Tseng et al

12-02-2021

Contrastive Continual Learning with Feature Propagation
by Xuejun Han et al

12-01-2021

3D Reconstruction Using a Linear Laser Scanner and a Camera
by Rui Wang

11-30-2021

ConDA: Unsupervised Domain Adaptation for LiDAR Segmentation via Regularized Domain Concatenation
by Lingdong Kong et al

11-30-2021

Improved sparse PCA method for face and image recognition
by Loc Hoang Tran et al

12-03-2021

Table2Vec: Automated Universal Representation Learning to Encode All-round Data DNA for Benchmarkable and Explainable Enterprise Data Science
by Longbing Cao et al

12-03-2021

Identifying mass composition of ultra-high-energy cosmic rays using deep learning
by O. Kalashev et al

12-01-2021

Joint Cluster Head Selection and Trajectory Planning in UAV-Aided IoT Networks by Reinforcement Learning with Sequential Model
by Botao Zhu et al

11-30-2021

Deep Auto-encoder with Neural Response
by Xuming Ran et al

12-03-2021

Semantic Segmentation of Legal Documents via Rhetorical Roles
by Vijit Malik et al

12-01-2021

A modified limited memory Nesterovs accelerated quasi-Newton
by S. Indrapriyadarsini et al

12-01-2021

Safe Exploration for Constrained Reinforcement Learning with Provable Guarantees
by Archana Bura et al

12-02-2021

Probabilistic Approach for Road-Users Detection
by G. Melotti et al

11-30-2021

MC-SSL0.0: Towards Multi-Concept Self-Supervised Learning
by Sara Atito et al

11-30-2021

CovidAlert -- A Wristwatch-based System to Alert Users from Face Touching
by Mrinmoy Roy et al

12-03-2021

SSDL: Self-Supervised Dictionary Learning
by Shuai Shao et al

11-30-2021

Hierarchical Prototype Networks for Continual Graph Representation Learning
by Xikun Zhang et al

11-30-2021

Ranking Distance Calibration for Cross-Domain Few-Shot Learning
by Pan Li et al

12-01-2021

ℓ∞ℓ∞-Robustness and Beyond: Unleashing Efficient Adversarial Training
by Hadi M. Dolatabadi et al

12-03-2021

Probing Linguistic Information For Logical Inference In Pre-trained Language Models
by Zeming Chen et al

11-30-2021

Playing Ping Pong with Light: Directional Emission of White Light
by Heribert Wankerl et al

12-01-2021

Compare Where It Matters: Using Layer-Wise Regularization To Improve Federated Learning on Heterogeneous Data
by Ha Min Son et al

12-02-2021

Indexed Minimum Empirical Divergence for Unimodal Bandits
by Hassan Saber et al

11-30-2021

gCastle: A Python Toolbox for Causal Discovery
by Keli Zhang et al

11-30-2021

Assessment of Data Consistency through Cascades of Independently Recurrent Inference Machines for fast and robust accelerated MRI reconstruction
by D. Karkalousos et al

12-03-2021

Bridging the Gap: Point Clouds for Merging Neurons in Connectomics
by Jules Berman et al

11-30-2021

Global Convergence Using Policy Gradient Methods for Model-free Markovian Jump Linear Quadratic Control
by Santanu Rathod et al

12-01-2021

Mixed neural network Gaussian processes
by Alexey Lindo et al

11-30-2021

CELLS: Cost-Effective Evolution in Latent Space for Goal-Directed Molecular Generation
by Zhiyuan Chen et al

12-02-2021

Training Efficiency and Robustness in Deep Learning
by Fartash Faghri

11-30-2021

Black box tests for algorithmic stability
by Byol Kim et al

11-30-2021

Voint Cloud: Multi-View Point Cloud Representation for 3D Understanding
by Abdullah Hamdi et al

12-01-2021

Semi-supervised music emotion recognition using noisy student training and harmonic pitch class profiles
by Hao Hao Tan

12-02-2021

Computing Class Hierarchies from Classifiers
by Kai Kang et al

12-02-2021

Probabilistic Contrastive Loss for Self-Supervised Learning
by Shen Li et al

12-02-2021

Level set learning with pseudo-reversible neural networks for nonlinear dimension reduction in function approximation
by Yuankai Teng et al

12-03-2021

MetaQA: Combining Expert Agents for Multi-Skill Question Answering
by Haritz Puerto et al

12-01-2021

A benchmark with decomposed distribution shifts for 360 monocular depth estimation
by Georgios Albanis et al

12-02-2021

Towards Intrinsic Interactive Reinforcement Learning: A Survey
by Benjamin Poole et al

11-30-2021

Automatic Synthesis of Diverse Weak Supervision Sources for Behavior Analysis
by Albert Tseng et al

12-03-2021

Detection of Large Vessel Occlusions using Deep Learning by Deforming Vessel Tree Segmentations
by Florian Thamm et al

12-01-2021

On Mixing Times of Metropolized Algorithm With Optimization Step (MAO) : A New Framework
by EL Mahdi Khribch et al

12-01-2021

Recommending with Recommendations
by Naveen Durvasula et al

11-30-2021

Towards a comprehensive visualization of structure in data
by Joan Garriga et al

12-01-2021

Optimizing for In-memory Deep Learning with Emerging Memory Technology
by Zhehui Wang et al

12-01-2021

Context-Aware Online Client Selection for Hierarchical Federated Learning
by Zhe Qu et al

12-03-2021

Survey on English Entity Linking on Wikidata
by Cedric Möller et al

12-01-2021

Clustering Mixtures with Almost Optimal Separation in Polynomial Time
by Jerry Li et al

12-02-2021

Loss Landscape Dependent Self-Adjusting Learning Rates in Decentralized Stochastic Gradient Descent
by Wei Zhang et al

11-30-2021

Neuron with Steady Response Leads to Better Generalization
by Qiang Fu et al

12-03-2021

Application of Machine Learning in understanding plant virus pathogenesis: Trends and perspectives on emergence, diagnosis, host-virus interplay and management
by Dibyendu Ghosh et al

12-01-2021

Conditional Expectation based Value Decomposition for Scalable On-Demand Ride Pooling
by Avinandan Bose et al

11-30-2021

Embedding Principle: a hierarchical structure of loss landscape of deep neural networks
by Yaoyu Zhang et al

12-01-2021

Source Free Unsupervised Graph Domain Adaptation
by Haitao Mao et al

12-01-2021

Structure-Aware Label Smoothing for Graph Neural Networks
by Yiwei Wang et al

12-01-2021

Maximum Consensus by Weighted Influences of Monotone Boolean Functions
by Erchuan Zhang et al

12-03-2021

Improving Predictions of Tail-end Labels using Concatenated BioMed-Transformers for Long Medical Documents
by Vithya Yogarajan et al

12-02-2021

The Surprising Effectiveness of Representation Learning for Visual Imitation
by Jyothish Pari et al

12-01-2021

Multi-Domain Transformer-Based Counterfactual Augmentation for Earnings Call Analysis
by Zixuan Yuan et al

12-02-2021

Maximum Entropy Model-based Reinforcement Learning
by Oleg Svidchenko et al

12-01-2021

Structural Sieves
by Konrad Menzel

12-01-2021

Convergence of batch Greenkhorn for Regularized Multimarginal Optimal Transport
by Vladimir Kostic et al

12-01-2021

Models of fairness in federated learning
by Kate Donahue et al

12-03-2021

Bayes in Wonderland! Predictive supervised classification inference hits unpredictability
by Ali Amiryousefi et al

11-30-2021

New Datasets for Dynamic Malware Classification
by Berkant Düzgün et al

11-30-2021

Approximate Spectral Decomposition of Fisher Information Matrix for Simple ReLU Networks
by Yoshinari Takeishi et al

12-02-2021

Embedding Decomposition for Artifacts Removal in EEG Signals
by Junjie Yu et al

12-02-2021

Safe Reinforcement Learning for Grid Voltage Control
by Thanh Long Vu et al

12-03-2021

Shapes of Emotions: Multimodal Emotion Recognition in Conversations via Emotion Shifts
by Harsh Agarwal et al

12-02-2021

PLSUM: Generating PT-BR Wikipedia by Summarizing Multiple Websites
by André Seidel Oliveira et al

12-02-2021

Borrowing from Similar Code: A Deep Learning NLP-Based Approach for Log Statement Automation
by Sina Gholamian et al

12-01-2021

TEDGE-Caching: Transformer-based Edge Caching Towards 6G Networks
by Zohreh Hajiakhondi Meybodi et al

11-30-2021

Anonymization for Skeleton Action Recognition
by Myeonghyeon Kim et al

12-02-2021

Object-aware Monocular Depth Prediction with Instance Convolutions
by Enis Simsar et al

12-01-2021

Certified Adversarial Defenses Meet Out-of-Distribution Corruptions: Benchmarking Robustness and Simple Baselines
by Jiachen Sun et al

11-30-2021

Efficient Online Bayesian Inference for Neural Bandits
by Gerardo Duran-Martin et al

11-30-2021

Improving Differentiable Architecture Search with a Generative Model
by Ruisi Zhang et al

11-30-2021

Sparse deep computer-generated holography for optical microscopy
by Alex Liu et al

12-03-2021

TC-GNN: Accelerating Sparse Graph Neural Network Computation Via Dense Tensor Core on GPUs
by Yuke Wang et al

11-30-2021

On the Generalization of Agricultural Drought Classification from Climate Data
by Julia Gottfriedsen et al

12-01-2021

Meta Arcade: A Configurable Environment Suite for Meta-Learning
by Edward W. Staley et al

11-30-2021

Molecular Attributes Transfer from Non-Parallel Data
by Shuangjia Zheng et al

12-02-2021

Newton methods based convolution neural networks using parallel processing
by Ujjwal Thakur et al

12-03-2021

Discovery of Crime Event Sequences with Constricted Spatio-Temporal Sequential Patterns
by Piotr S. Maciąg et al

12-01-2021

Toward Foundation Models for Earth Monitoring: Proposal for a Climate Change Benchmark
by Alexandre Lacoste et al

12-01-2021

Trap of Feature Diversity in the Learning of MLPs
by Dongrui Liu et al

12-03-2021

MT-TransUNet: Mediating Multi-Task Tokens in Transformers for Skin Lesion Segmentation and Classification
by Jingye Chen et al

12-03-2021

Boosting Unsupervised Domain Adaptation with Soft Pseudo-label and Curriculum Learning
by Shengjia Zhang et al

12-03-2021

Reinforcement Learning-Based Automatic Berthing System
by Daesoo Lee

11-30-2021

Mitigating Adversarial Attacks by Distributing Different Copies to Different Users
by Jiyi Zhang et al

12-03-2021

Image-to-image Translation as a Unique Source of Knowledge
by Alejandro D. Mousist

12-01-2021

Controlling Wasserstein distances by Kernel norms with application to Compressive Statistical Learning
by Titouan Vayer et al

12-03-2021

Enhancing Deep Neural Networks Testing by Traversing Data Manifold
by Yuanyuan Yuan et al

11-30-2021

Learning Large-Time-Step Molecular Dynamics with Graph Neural Networks
by Tianze Zheng et al

12-02-2021

Target Propagation via Regularized Inversion
by Vincent Roulet et al

12-01-2021

Reward-Free Attacks in Multi-Agent Reinforcement Learning
by Ted Fujimoto et al

12-03-2021

In situ process quality monitoring and defect detection for direct metal laser melting
by Sarah Felix et al

12-03-2021

Generative Adversarial Networks for Synthetic Data Generation: A Comparative Study
by Claire Little et al

11-30-2021

An implementation of the Guess who? game using CLIP
by Arnau Martí Sarri et al

12-02-2021

Mixing Deep Learning and Multiple Criteria Optimization: An Application to Distributed Learning with Multiple Datasets
by Davide La Torre et al

12-02-2021

Youla-REN: Learning Nonlinear Feedback Policies with Robust Stability Guarantees
by Ruigang Wang et al

12-01-2021

Effective and efficient structure learning with pruning and model averaging strategies
by Anthony C. Constantinou et al

12-01-2021

Differentially Private SGD with Sparse Gradients
by Junyi Zhu et al

12-02-2021

Risk-Aware Algorithms for Combinatorial Semi-Bandits
by Shaarad Ayyagari et al

11-30-2021

Boosting EfficientNets Ensemble Performance via Pseudo-Labels and Synthetic Images by pix2pixHD for Infection and Ischaemia Classification in Diabetic Foot Ulcers
by Louise Bloch et al

12-01-2021

A Daily Tourism Demand Prediction Framework Based on Multi-head Attention CNN: The Case of The Foreign Entrant in South Korea
by Dong-Keon Kim et al

12-01-2021

DeepAoANet: Learning Angle of Arrival from Software Defined Radios with Deep Neural Networks
by Zhuangzhuang Dai et al

11-30-2021

Material Classification Using Active Temperature Controllable Robotic Gripper
by Yukiko Osawa et al

12-01-2021

Score Transformer: Generating Musical Score from Note-level Representation
by Masahiro Suzuki

12-02-2021

Hamiltonian prior to Disentangle Content and Motion in Image Sequences
by Asif Khan et al

12-01-2021

HyperSPNs: Compact and Expressive Probabilistic Circuits
by Andy Shih et al

12-03-2021

Fast Projected Newton-like Method for Precision Matrix Estimation with Nonnegative Partial Correlations
by Jiaxi Ying et al

12-01-2021

A Comprehensive Study on Various Statistical Techniques for Prediction of Movie Success
by Manav Agarwal et al

12-01-2021

Training Experimentally Robust and Interpretable Binarized Regression Models Using Mixed-Integer Programming
by Sanjana Tule et al

12-02-2021

Machine Learning-Based Classification Algorithms for the Prediction of Coronary Heart Diseases
by Kelvin Kwakye et al

12-02-2021

Label noise detection under the Noise at Random model with ensemble filters
by Kecia G. Moura et al

12-02-2021

A Hybrid Science-Guided Machine Learning Approach for Modeling and Optimizing Chemical Processes
by Niket Sharma et al

12-02-2021

Stationary Diffusion State Neural Estimation for Multiview Clustering
by Chenghua Liu et al

12-01-2021

Graph Conditioned Sparse-Attention for Improved Source Code Understanding
by Junyan Cheng et al

12-01-2021

Remixing Functionally Graded Structures: Data-Driven Topology Optimization with Multiclass Shape Blending
by Yu-Chin Chan et al

11-30-2021

Convergence of GANs Training: A Game and Stochastic Control Methodology
by Othmane Mounjid et al

12-02-2021

Sample-Efficient Generation of Novel Photo-acid Generator Molecules using a Deep Generative Model
by Samuel C. Hoffman et al

11-30-2021

Detecting Extratropical Cyclones of the Northern Hemisphere with Single Shot Detector
by Minjing Shi et al

12-02-2021

Hierarchical Learning to Solve Partial Differential Equations Using Physics-Informed Neural Networks
by Jihun Han et al

12-02-2021

AdaSplit: Adaptive Trade-offs for Resource-constrained Distributed Deep Learning
by Ayush Chopra et al

12-02-2021

Data-Driven Interaction Analysis of Line Failure Cascading in Power Grid Networks
by Abdorasoul Ghasemi et al

12-01-2021

Towards Futuristic Autonomous Experimentation--A Surprise-Reacting Sequential Experiment Policy
by Imtiaz Ahmed et al

12-01-2021

Counterfactual Explanations via Latent Space Projection and Interpolation
by Brian Barr et al

12-02-2021

AutoGEL: An Automated Graph Neural Network with Explicit Link Information
by Zhili Wang et al

11-30-2021

Breaking the Linear Iteration Cost Barrier for Some Well-known Conditional Gradient Methods Using MaxIP Data-structures
by Anshumali Shrivastava et al

12-02-2021

Contrastive Adaptive Propagation Graph Neural Networks for Efficient Graph Learning
by Jun Hu et al

12-03-2021

Prediction of Household-level Heat-Consumption using PSO enhanced SVR Model
by Satyaki Chatterjee et al

11-30-2021

Beyond Periodicity: Towards a Unifying Framework for Activations in Coordinate-MLPs
by Sameera Ramasinghe et al

12-02-2021

Unconstrained Face Sketch Synthesis via Perception-Adaptive Network and A New Benchmark
by Lin Nie et al

12-03-2021

Characterizing Performance Bugs in Deep Learning Systems
by Junming Cao et al

11-30-2021

Path Integral Sampler: a stochastic control approach for sampling
by Qinsheng Zhang et al

12-03-2021

You Cant See the Forest for Its Trees: Assessing Deep Neural Network Testing via NeuraL Coverage
by Yuanyuan Yuan et al

12-02-2021

FedRAD: Federated Robust Adaptive Distillation
by Stefán Páll Sturluson et al

12-03-2021

Divergent representations of ethological visual inputs emerge from supervised, unsupervised, and reinforcement learning
by Grace W. Lindsay et al

12-03-2021

Chronological Causal Bandits
by Neil Dhir

12-02-2021

Dimension-Free Average Treatment Effect Inference with Deep Neural Networks
by Xinze Du et al

12-01-2021

Analyzing High-Resolution Clouds and Convection using Multi-Channel VAEs
by Harshini Mangipudi et al

12-02-2021

Optimal regularizations for data generation with probabilistic graphical models
by Arnaud Fanthomme et al

12-03-2021

Multilingual training for Software Engineering
by Toufique Ahmed et al

12-02-2021

A Unified Framework for Adversarial Attack and Defense in Constrained Feature Space
by Thibault Simonetto et al

12-01-2021

Dimensionality Reduction for Categorical Data
by Debajyoti Bera et al

12-02-2021

Learning Curves for Sequential Training of Neural Networks: Self-Knowledge Transfer and Forgetting
by Ryo Karakida et al

12-03-2021

Hybrid Digital Twin for process industry using Apros simulation environment
by Mohammad Azangoo et al

12-03-2021

A Survey on Concept Drift in Process Mining
by Denise Maria Vecino Sato et al

12-03-2021

User-click Modelling for Predicting Purchase Intent
by Simone Borg Bruun

12-03-2021

A Flexible HLS Hoeffding Tree Implementation for Runtime Learning on FPGA
by Luís Miguel Sousa et al

12-01-2021

Asymmetric error control under imperfect supervision: a label-noise-adjusted Neyman-Pearson umbrella algorithm
by Shunan Yao et al

12-03-2021

Attack-Centric Approach for Evaluating Transferability of Adversarial Samples in Machine Learning Models
by Tochukwu Idika et al

12-03-2021

The UniNAS framework: combining modules in arbitrarily complex configurations with argument trees
by Kevin Alexander Laube

12-02-2021

Deep Learning-Based Carotid Artery Vessel Wall Segmentation in Black-Blood MRI Using Anatomical Priors
by Dieuwertje Alblas et al

12-01-2021

A Survey on Scenario-Based Testing for Automated Driving Systems in High-Fidelity Simulation
by Ziyuan Zhong et al

12-02-2021

Improving the Reliability of Network Intrusion Detection Systems through Dataset Integration
by Roberto Magán-Carrión et al

12-02-2021

FNR: A Similarity and Transformer-Based Approachto Detect Multi-Modal FakeNews in Social Media
by Faeze Ghorbanpour et al

12-03-2021

Combining Sub-Symbolic and Symbolic Methods for Explainability
by Anna Himmelhuber et al

11-30-2021

A Multi-purposed Unsupervised Framework for Comparing Embeddings of Undirected and Directed Graphs
by Bogumił Kamiński et al

12-02-2021

Invariant Priors for Bayesian Quadrature
by Masha Naslidnyk et al

12-01-2021

DPVI: A Dynamic-Weight Particle-Based Variational Inference Framework
by Chao Zhang et al

12-01-2021

Exploring Social Posterior Collapse in Variational Autoencoder for Interaction Modeling
by Chen Tang et al

11-30-2021

Learning from Mistakes based on Class Weighting with Application to Neural Architecture Search
by Jay Gala et al

12-01-2021

Personalized Federated Learning of Driver Prediction Models for Autonomous Driving
by Manabu Nakanoya et al

12-02-2021

ShuttleNet: Position-aware Fusion of Rally Progress and Player Styles for Stroke Forecasting in Badminton
by Wei-Yao Wang et al

12-02-2021

Graph4Rec: A Universal Toolkit with Graph Neural Networks for Recommender Systems
by Weibin Li et al

12-02-2021

Learning Optimal Predictive Checklists
by Haoran Zhang et al

12-02-2021

High-Precision Inversion of Dynamic Radiography Using Hydrodynamic Features
by Maliha Hossain et al

11-30-2021

Flood Analytics Information System (FAIS) Version 4.00 Manual
by Vidya Samadi

11-30-2021

How to quantify fields or textures? A guide to the scattering transform
by Sihao Cheng et al

12-01-2021

Efficient and Local Parallel Random Walks
by Michael Kapralov et al

12-01-2021

Output-weighted and relative entropy loss functions for deep learning precursors of extreme events
by Samuel Rudy et al

12-03-2021

Computation of conditional expectations with guarantees
by Patrick Cheridito et al

12-03-2021

Heuristic Search Planning with Deep Neural Networks using Imitation, Attention and Curriculum Learning
by Leah Chrestien et al

12-02-2021

A Communication-efficient Federated learning assisted by Central data: Implementation of vertical training into Horizontal Federated learning
by Shuo Wan et al

12-02-2021

On Large Batch Training and Sharp Minima: A Fokker-Planck Perspective
by Xiaowu Dai et al

12-02-2021

Fighting Fire with Fire: Contrastive Debiasing without Bias-free Data via Generative Bias-transformation
by Yeonsung Jung et al

11-30-2021

Hierarchical clustering: visualization, feature importance and model selection
by Luben M. C. Cabezas et al

12-01-2021

Gaussian Mixture Variational Autoencoder with Contrastive Learning for Multi-Label Classification
by Junwen Bai et al

12-03-2021

I-WKNN: Fast-Speed and High-Accuracy WIFI Positioning for Intelligent Stadiums
by Zhangzhi Zhao et al

12-03-2021

Prescriptive Process Monitoring: Quo Vadis?
by Kateryna Kubrak et al

11-30-2021

Solving reward-collecting problems with UAVs: a comparison of online optimization and Q-learning
by Yixuan Liu et al

12-01-2021

Large-Scale Data Mining of Rapid Residue Detection Assay Data From HTML and PDF Documents: Improving Data Access and Visualization for Veterinarians
by Majid Jaberi-Douraki et al

12-02-2021

Machine Learning Subsystem for Autonomous Collision Avoidance on a small UAS with Embedded GPU
by Nicholas Polosky et al

12-01-2021

Hindsight Task Relabelling: Experience Replay for Sparse Reward Meta-RL
by Charles Packer et al

12-03-2021

Active Inference in Robotics and Artificial Agents: Survey and Challenges
by Pablo Lanillos et al

12-01-2021

Inducing Causal Structure for Interpretable Neural Networks
by Atticus Geiger et al

12-02-2021

Multi-task Self-distillation for Graph-based Semi-Supervised Learning
by Yating Ren et al

12-01-2021

A Discrete-event-based Simulator for Deep Learning at Edge
by Xiaoyan Liu et al

12-01-2021

Homotopy Based Reinforcement Learning with Maximum Entropy for Autonomous Air Combat
by Yiwen Zhu et al

11-30-2021

A collection of the accepted abstracts for the Machine Learning for Health (ML4H) symposium 2021
by Fabian Falck et al

11-30-2021

Multi-Object Grasping -- Estimating the Number of Objects in a Robotic Grasp
by Tianze Chen et al

12-01-2021

Analysis of an adaptive lead weighted ResNet for multiclass classification of 12-lead ECGs
by Zhibin Zhao et al

12-02-2021

Neurosymbolic Systems of Perception & Cognition: The Role of Attention
by Hugo Latapie et al

11-30-2021

TinyML Platforms Benchmarking
by Anas Osman et al

11-30-2021

Machine Learning for Air Transport Planning and Management
by Graham Wild et al

11-30-2021

Reliability Assessment and Safety Arguments for Machine Learning Components in Assuring Learning-Enabled Autonomous Systems
by Xingyu Zhao et al

 
Craig Smith