2021.3.15 Learning papers

 

03-10-2021

CUAD: An Expert-Annotated NLP Dataset for Legal Contract Review
by Dan Hendrycks et al

03-09-2021

Pretrained Transformers as Universal Computation Engines
by Kevin Lu et al

03-09-2021

NeX: Real-time View Synthesis with Neural Basis Expansion
by Suttisak Wizadwongsa et al

03-10-2021

Variable-rate discrete representation learning
by Sander Dieleman et al

03-11-2021

CANINE: Pre-training an Efficient Tokenization-Free Encoder for Language Representation
by Jonathan H. Clark et al

03-10-2021

S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning
by Samarth Sinha et al

03-09-2021

GAN Vocoder: Multi-Resolution Discriminator Is All You Need
by Jaeseong You et al

03-10-2021

Maximum Entropy RL (Provably) Solves Some Robust RL Problems
by Benjamin Eysenbach et al

03-11-2021

BYOL for Audio: Self-Supervised Learning for General-Purpose Audio Representation
by Daisuke Niizumi et al

03-11-2021

Multi-Format Contrastive Learning of Audio Representations
by Luyu Wang et al

03-11-2021

Fast and Accurate Model Scaling
by Piotr Dollár et al

03-11-2021

Fair Mixup: Fairness via Interpolation
by Ching-Yao Chuang et al

03-09-2021

BIKED: A Dataset and Machine Learning Benchmarks for Data-Driven Bicycle Design
by Lyle Regenwetter et al

03-10-2021

Hurdles to Progress in Long-form Question Answering
by Kalpesh Krishna et al

03-10-2021

Full Page Handwriting Recognition via Image to Sequence Extraction
by Sumeet S. Singh et al

03-09-2021

ForgeryNet: A Versatile Benchmark for Comprehensive Forgery Analysis
by Yinan He et al

03-10-2021

VideoMoCo: Contrastive Video Representation Learning with Temporally Adversarial Examples
by Tian Pan et al

03-09-2021

Topology Applied to Machine Learning: From Global to Local
by Henry Adams et al

03-10-2021

Spatially Consistent Representation Learning
by Byungseok Roh et al

03-09-2021

BERTese: Learning to Speak to BERT
by Adi Haviv et al

03-11-2021

CoMoGAN: continuous model-guided image-to-image translation
by Fabio Pizzati et al

03-10-2021

Where is your place, Visual Place Recognition?
by Sourav Garg et al

03-11-2021

Emerging Paradigms of Neural Network Pruning
by Huan Wang et al

03-09-2021

Variational quantum policies for reinforcement learning
by Sofiene Jerbi et al

03-10-2021

Quantum machine learning with differential privacy
by William M Watkins et al

03-11-2021

A hierarchical Bayesian model to find brain-behaviour associations in incomplete data sets
by Fabio S. Ferreira et al

03-09-2021

Challenges for Reinforcement Learning in Healthcare
by Elsa Riachi et al

03-09-2021

Symbolic integration by integrating learning models with different strengths and weaknesses
by Hazumi Kubota et al

03-11-2021

Integrated Age Estimation Mechanism
by Fan Li et al

03-09-2021

Super-Resolving Beyond Satellite Hardware Using Realistically Degraded Images
by Jack White et al

03-11-2021

An unsupervised deep learning framework for medical image denoising
by Swati Rai et al

03-09-2021

More data or more parameters? Investigating the effect of data structure on generalization
by Stéphane d'Ascoli et al

03-11-2021

Unknown Object Segmentation from Stereo Images
by Maximilian Durner et al

03-11-2021

For Manifold Learning, Deep Neural Networks can be Locality Sensitive Hash Functions
by Nishanth Dikkala et al

03-11-2021

Large Batch Simulation for Deep Reinforcement Learning
by Brennan Shacklett et al

03-11-2021

Automatic Social Distance Estimation From Images: Performance Evaluation, Test Benchmark, and Algorithm
by Mert Seker et al

03-09-2021

Select, Substitute, Search: A New Benchmark for Knowledge-Augmented Visual Question Answering
by Aman Jain et al

03-11-2021

Robust High-speed Running for Quadruped Robots via Deep Reinforcement Learning
by Guillaume Bellegarda et al

03-09-2021

hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices
by Farah Fahim et al

03-11-2021

Learning Word-Level Confidence For Subword End-to-End ASR
by David Qiu et al

03-10-2021

Majority Voting with Bidirectional Pre-translation For Bitext Retrieval
by Alex Jones et al

03-11-2021

Intraclass clustering: an implicit learning ability that regularizes DNNs
by Carbonnelle Simon et al

03-09-2021

QPIC: Query-Based Pairwise Human-Object Interaction Detection with Image-Wide Contextual Information
by Masato Tamura et al

03-10-2021

Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations
by Umberto Michieli et al

03-10-2021

Learning a Domain-Agnostic Visual Representation for Autonomous Driving via Contrastive Loss
by Dongseok Shim et al

03-10-2021

A Deep Learning approach to Reduced Order Modelling of Parameter Dependent Partial Differential Equations
by Nicola R. Franco et al

03-10-2021

Symmetry meets AI
by Gabriela Barenboim et al

03-11-2021

Vision Transformer for COVID-19 CXR Diagnosis using Chest X-ray Feature Corpus
by Sangjoon Park et al

03-09-2021

unzipFPGA: Enhancing FPGA-based CNN Engines with On-the-Fly Weights Generation
by Stylianos I. Venieris et al

03-12-2021

Latent Space Explorations of Singing Voice Synthesis using DDSP
by Juan Alonso et al

03-11-2021

A semi-agnostic ansatz with variable structure for quantum machine learning
by M. Bilkis et al

03-11-2021

Level-aware Haze Image Synthesis by Self-Supervised Content-Style Disentanglement
by Chi Zhang et al

03-09-2021

Fusing Medical Image Features and Clinical Features with Deep Learning for Computer-Aided Diagnosis
by Songxiao Yang et al

03-10-2021

Quantization-Guided Training for Compact TinyML Models
by Sedigh Ghamari et al

03-09-2021

AutoDO: Robust AutoAugment for Biased Data with Label Noise via Scalable Probabilistic Implicit Differentiation
by Denis Gudovskiy et al

03-09-2021

Constrained Contextual Bandit Learning for Adaptive Radar Waveform Selection
by Charles E. Thornton et al

03-10-2021

MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks
by Alexandre Rame et al

03-09-2021

ST3D: Self-training for Unsupervised Domain Adaptation on 3D ObjectDetection
by Jihan Yang et al

03-11-2021

Active22 Learning: Actively reducing redundancies in Active Learning methods for Sequence Tagging and Machine Translation
by Rishi Hazra et al

03-10-2021

Smartphone Impostor Detection with Behavioral Data Privacy and Minimalist Hardware Support
by Guangyuan Hu et al

03-10-2021

A Review and Refinement of Surprise Adequacy
by Michael Weiss et al

03-11-2021

Generalizable Episodic Memory for Deep Reinforcement Learning
by Hao Hu et al

03-09-2021

Practical Relative Order Attack in Deep Ranking
by Mo Zhou et al

03-09-2021

On the Generalization Power of Overfitted Two-Layer Neural Tangent Kernel Models
by Peizhong Ju et al

03-09-2021

A Mask R-CNN approach to counting bacterial colony forming units in pharmaceutical development
by Tanguy Naets et al

03-09-2021

Stabilized Medical Image Attacks
by Gege Qi et al

03-11-2021

Multi-Task Federated Reinforcement Learning with Adversaries
by Aqeel Anwar et al

03-10-2021

Causal-aware Safe Policy Improvement for Task-oriented dialogue
by Govardana Sachithanandam Ramachandran et al

03-11-2021

Tensor networks and efficient descriptions of classical data
by Sirui Lu et al

03-10-2021

DeepCPCFG: Deep Learning and Context Free Grammars for End-to-End Information Extraction
by Freddy C. Chua et al

03-12-2021

Multiview Sensing With Unknown Permutations: An Optimal Transport Approach
by Yanting Ma et al

03-09-2021

Proof-of-Learning: Definitions and Practice
by Hengrui Jia et al

03-09-2021

Reframing Neural Networks: Deep Structure in Overcomplete Representations
by Calvin Murdock et al

03-09-2021

Selective and Features based Adversarial Example Detection
by Ahmed Aldahdooh et al

03-09-2021

The AI Arena: A Framework for Distributed Multi-Agent Reinforcement Learning
by Edward W. Staley et al

03-11-2021

Modern Dimension Reduction
by Philip D. Waggoner

03-09-2021

Fast and flexible: Human program induction in abstract reasoning tasks
by Aysja Johnson et al

03-10-2021

Why Flatness Correlates With Generalization For Deep Neural Networks
by Shuofeng Zhang et al

03-11-2021

Differentially Private Query Release Through Adaptive Projection
by Sergul Aydore et al

03-10-2021

Multi-Class Multiple Instance Learning for Predicting Precursors to Aviation Safety Events
by Marc-Henri Bleu-Laine et al

03-09-2021

Deep neural network approximation for high-dimensional parabolic Hamilton-Jacobi-Bellman equations
by Philipp Grohs et al

03-11-2021

Evaluation of Morphological Embeddings for the Russian Language
by Vitaly Romanov et al

03-09-2021

Machine Learning the period finding algorithm
by John George Francis et al

03-10-2021

FairFil: Contrastive Neural Debiasing Method for Pretrained Text Encoders
by Pengyu Cheng et al

03-09-2021

NaroNet: Objective-based learning of the tumor microenvironment from highly multiplexed immunostained images
by Daniel Jiménez-Sánchez et al

03-10-2021

Improving Context-Based Meta-Reinforcement Learning with Self-Supervised Trajectory Contrastive Learning
by Bernie Wang et al

03-10-2021

Limitations of Post-Hoc Feature Alignment for Robustness
by Collin Burns et al

03-10-2021

Relational Weight Priors in Neural Networks for Abstract Pattern Learning and Language Modelling
by Radha Kopparti et al

03-09-2021

Comparing Approaches to Dravidian Language Identification
by Tommi Jauhiainen et al

03-10-2021

Semi-Discrete Optimal Transport: Hardness, Regularization and Numerical Solution
by Bahar Taskesen et al

03-10-2021

Deep learning with photosensor timing information as a background rejection method for the Cherenkov Telescope Array
by Samuel Spencer et al

03-12-2021

VDSM: Unsupervised Video Disentanglement with State-Space Modeling and Deep Mixtures of Experts
by Matthew J. Vowels et al

03-09-2021

DeepSeagrass Dataset
by Scarlett Raine et al

03-10-2021

Symmetry Breaking in Symmetric Tensor Decomposition
by Yossi Arjevani et al

03-10-2021

Linear-Mapping based Variational Ensemble Kalman Filter
by Linjie Wen et al

03-09-2021

Enhancing sensor resolution improves CNN accuracy given the same number of parameters or FLOPS
by Ali Borji

03-11-2021

Variational inference with a quantum computer
by Marcello Benedetti et al

03-09-2021

Explaining dimensionality reduction results using Shapley values
by Wilson Estécio Marcílio Júnior et al

03-11-2021

Adversarial Laser Beam: Effective Physical-World Attack to DNNs in a Blink
by Ranjie Duan et al

03-10-2021

Regressive Domain Adaptation for Unsupervised Keypoint Detection
by Junguang Jiang et al

03-12-2021

Robust and generalizable embryo selection based on artificial intelligence and time-lapse image sequences
by Jørgen Berntsen et al

03-09-2021

Self-supervised Regularization for Text Classification
by Meng Zhou et al

03-11-2021

Scaffold Embeddings: Learning the Structure Spanned by Chemical Fragments, Scaffolds and Compounds
by Austin Clyde et al

03-11-2021

On Finite-Sample Analysis of Offline Reinforcement Learning with Deep ReLU Networks
by Thanh Nguyen-Tang et al

03-11-2021

Causal Learner: A Toolbox for Causal Structure and Markov Blanket Learning
by Zhaolong Ling et al

03-10-2021

Full Gradient DQN Reinforcement Learning: A Provably Convergent Scheme
by K. Avrachenkov et al

03-09-2021

Dory: Overcoming Barriers to Computing Persistent Homology
by Manu Aggarwal et al

03-10-2021

Interpretable Data-driven Methods for Subgrid-scale Closure in LES for Transcritical LOX/GCH4 Combustion
by Wai Tong Chung et al

03-10-2021

Learning-Based Vulnerability Analysis of Cyber-Physical Systems
by Amir Khazraei et al

03-11-2021

Beta-CROWN: Efficient Bound Propagation with Per-neuron Split Constraints for Complete and Incomplete Neural Network Verification
by Shiqi Wang et al

03-09-2021

ELLA: Exploration through Learned Language Abstraction
by Suvir Mirchandani et al

03-09-2021

Self-Supervision by Prediction for Object Discovery in Videos
by Beril Besbinar et al

03-11-2021

Tracking Air Pollution in China: Near Real-Time PM2.5 Retrievals from Multiple Data Sources
by Guannan Geng et al

03-10-2021

SAR-U-Net: squeeze-and-excitation block and atrous spatial pyramid pooling based residual U-Net for automatic liver CT segmentation
by Jinke Wang et al

03-09-2021

Memory-Efficient, Limb Position-Aware Hand Gesture Recognition using Hyperdimensional Computing
by Andy Zhou et al

03-12-2021

Learnable Companding Quantization for Accurate Low-bit Neural Networks
by Kohei Yamamoto

03-11-2021

Inference for Generative Capsule Models
by Alfredo Nazabal et al

03-11-2021

Interleaving Learning, with Application to Neural Architecture Search
by Hao Ban et al

03-10-2021

An Information-Theoretic Perspective on Credit Assignment in Reinforcement Learning
by Dilip Arumugam et al

03-09-2021

UnICORNN: A recurrent model for learning very long time dependencies
by T. Konstantin Rusch et al

03-10-2021

CreativeGAN: Editing Generative Adversarial Networks for Creative Design Synthesis
by Amin Heyrani Nobari et al

03-10-2021

A Relational-learning Perspective to Multi-label Chest X-ray Classification
by Anjany Sekuboyina et al

03-11-2021

Discovering Diverse Solutions in Deep Reinforcement Learning
by Takayuki Osa et al

03-11-2021

Learning with partially separable data
by Aida Khozaei et al

03-10-2021

Disentangled Representation Learning for Astronomical Chemical Tagging
by Damien de Mijolla et al

03-09-2021

Continual Density Ratio Estimation in an Online Setting
by Yu Chen et al

03-09-2021

Efficient Algorithms for Global Inference in Internet Marketplaces
by Rohan Ramanath et al

03-10-2021

Designing Disaggregated Evaluations of AI Systems: Choices, Considerations, and Tradeoffs
by Solon Barocas et al

03-09-2021

Deep Learning for Android Malware Defenses: a Systematic Literature Review
by Yue Liu et al

03-09-2021

A prior-based approximate latent Riemannian metric
by Georgios Arvanitidis et al

03-11-2021

Severity Quantification and Lesion Localization of COVID-19 on CXR using Vision Transformer
by Gwanghyun Kim et al

03-10-2021

Robustness to Pruning Predicts Generalization in Deep Neural Networks
by Lorenz Kuhn et al

03-11-2021

Wasserstein Robust Support Vector Machines with Fairness Constraints
by Yijie Wang et al

03-11-2021

Hybrid Physics and Deep Learning Model for Interpretable Vehicle State Prediction
by Alexandra Baier et al

03-10-2021

Automated liver tissues delineation based on machine learning techniques: A survey, current trends and future orientations
by Ayman Al-Kababji et al

03-11-2021

Memristive Stochastic Computing for Deep Learning Parameter Optimization
by Corey Lammie et al

03-09-2021

Towards Action Model Learning for Player Modeling
by Abhijeet Krishnan et al

03-12-2021

Real-time Timbre Transfer and Sound Synthesis using DDSP
by Francesco Ganis et al

03-09-2021

Multicalibrated Partitions for Importance Weights
by Parikshit Gopalan et al

03-10-2021

XDO: A Double Oracle Algorithm for Extensive-Form Games
by Stephen McAleer et al

03-09-2021

Active Testing: Sample-Efficient Model Evaluation
by Jannik Kossen et al

03-09-2021

Deep Real-Time Decoding of bimanual grip force from EEG & fNIRS
by Pablo Ortega et al

03-11-2021

Policy Search with Rare Significant Events: Choosing the Right Partner to Cooperate with
by Paul Ecoffet et al

03-11-2021

BODAME: Bilevel Optimization for Defense Against Model Extraction
by Yuto Mori et al

03-10-2021

Mean-field methods and algorithmic perspectives for high-dimensional machine learning
by Benjamin Aubin

03-09-2021

Fast Statistical Leverage Score Approximation in Kernel Ridge Regression
by Yifan Chen et al

03-11-2021

Should Graph Neural Networks Use Features, Edges, Or Both?
by Lukas Faber et al

03-12-2021

Game-theoretic Understanding of Adversarially Learned Features
by Jie Ren et al

03-12-2021

Dynamic Acoustic Unit Augmentation With BPE-Dropout for Low-Resource End-to-End Speech Recognition
by Aleksandr Laptev et al

03-11-2021

Bump Hunting in Latent Space
by Blaž Bortolato et al

03-11-2021

Intelligent behavior depends on the ecological niche: Scaling up AI to human-like intelligence in socio-cultural environments
by Manfred Eppe et al

03-11-2021

Improving Authorship Verification using Linguistic Divergence
by Yifan Zhang et al

03-09-2021

Robust Black-box Watermarking for Deep NeuralNetwork using Inverse Document Frequency
by Mohammad Mehdi Yadollahi et al

03-12-2021

In the light of feature distributions: moment matching for Neural Style Transfer
by Nikolai Kalischek et al

03-10-2021

BCFNet: A Balanced Collaborative Filtering Network with Attention Mechanism
by Chang-Dong Wang et al

03-09-2021

Content-Preserving Unpaired Translation from Simulated to Realistic Ultrasound Images
by Devavrat Tomar et al

03-10-2021

A Tree-based Federated Learning Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources
by Xiaoqing Tan et al

03-09-2021

Discrete Function Bases and Convolutional Neural Networks
by Andreas Stöckel

03-09-2021

Inter-subject Deep Transfer Learning for Motor Imagery EEG Decoding
by Xiaoxi Wei et al

03-10-2021

Analyzing the Hidden Activations of Deep Policy Networks: Why Representation Matters
by Trevor A. McInroe et al

03-12-2021

Modelling Animal Biodiversity Using Acoustic Monitoring and Deep Learning
by C. Chalmers et al

03-10-2021

Diagnosing Vulnerability of Variational Auto-Encoders to Adversarial Attacks
by Anna Kuzina et al

03-11-2021

Implicit energy regularization of neural ordinary-differential-equation control
by Lucas Böttcher et al

03-12-2021

Patient-specific virtual spine straightening and vertebra inpainting: An automatic framework for osteoplasty planning
by Christina Bukas et al

03-10-2021

Inverse Reinforcement Learning of Autonomous Behaviors Encoded as Weighted Finite Automata
by Tianyu Wang et al

03-11-2021

A Quadratic Actor Network for Model-Free Reinforcement Learning
by Matthias Weissenbacher et al

03-11-2021

Data Collection and Acceleration Infrastructure for FPGA-based Edge AI Applications
by Hergys Rexha et al

03-10-2021

Distributed Principal Subspace Analysis for Partitioned Big Data: Algorithms, Analysis, and Implementation
by Bingqing Xiang et al

03-09-2021

Generating Reliable Process Event Streams and Time Series Data based on Neural Networks
by Tobias Herbert et al

03-09-2021

Combining Context-Free and Contextualized Representations for Arabic Sarcasm Detection and Sentiment Identification
by Amey Hengle et al

03-10-2021

Fairness On The Ground: Applying Algorithmic Fairness Approaches to Production Systems
by Chloé Bakalar et al

03-09-2021

Analytically Tractable Inference in Deep Neural Networks
by Luong-Ha Nguyen et al

03-10-2021

Covariate-assisted Sparse Tensor Completion
by Hilda S Ibriga et al

03-09-2021

Data-driven Prediction of General Hamiltonian Dynamics via Learning Exactly-Symplectic Maps
by Renyi Chen et al

03-09-2021

Non-stationary Linear Bandits Revisited
by Peng Zhao et al

03-10-2021

Range-GAN: Range-Constrained Generative Adversarial Network for Conditioned Design Synthesis
by Amin Heyrani Nobari et al

03-11-2021

Evidence-Based Policy Learning
by Jann Spiess et al

03-10-2021

Towards Connecting Use Cases and Methods in Interpretable Machine Learning
by Valerie Chen et al

03-12-2021

Learning spectro-temporal representations of complex sounds with parameterized neural networks
by Rachid Riad et al

03-12-2021

Adversarial Machine Learning Security Problems for 6G: mmWave Beam Prediction Use-Case
by Evren Catak et al

03-10-2021

Face Images as Jigsaw Puzzles: Compositional Perception of Human Faces for Machines Using Generative Adversarial Networks
by Mahla Abdolahnejad et al

03-11-2021

Metapaths guided Neighbors aggregated Network for?Heterogeneous Graph Reasoning
by Bang Lin et al

03-12-2021

Process Comparison Using Object-Centric Process Cubes
by Anahita Farhang Ghahfarokhi et al

03-09-2021

Transfer Learning Can Outperform the True Prior in Double Descent Regularization
by Yehuda Dar et al

03-10-2021

Streaming Linear System Identification with Reverse Experience Replay
by Prateek Jain et al

03-12-2021

Automating the GDPR Compliance Assessment for Cross-border Personal Data Transfers in Android Applications
by Danny S. Guamán et al

03-09-2021

Extended Task and Motion Planning of Long-horizon Robot Manipulation
by Tianyu Ren et al

03-09-2021

Beyond Nystr\omformer -- Approximation of self-attention by Spectral Shifting
by Madhusudan Verma

03-12-2021

Is BERT a Cross-Disciplinary Knowledge Learner? A Surprising Finding of Pre-trained Models Transferability
by Wei-Tsung Kao et al

03-09-2021

Approximate Optimal Filter for Linear Gaussian Time-invariant Systems
by Kaiming Tang et al

03-09-2021

A Discriminative Vectorial Framework for Multi-modal Feature Representation
by Lei Gao et al

03-11-2021

Frame-independent vector-cloud neural network for nonlocal constitutive modelling on arbitrary grids
by Xu-Hui Zhou et al

03-09-2021

Multimodal fusion using sparse CCA for breast cancer survival prediction
by Vaishnavi Subramanian et al

03-09-2021

Fast block-coordinate Frank-Wolfe algorithm for semi-relaxed optimal transport
by Takumi Fukunaga et al

03-10-2021

A Local Similarity-Preserving Framework for Nonlinear Dimensionality Reduction with Neural Networks
by Xiang Wang et al

03-11-2021

Bilingual Dictionary-based Language Model Pretraining for Neural Machine Translation
by Yusen Lin et al

03-09-2021

HemCNN: Deep Learning enables decoding of fNIRS cortical signals in hand grip motor tasks
by Pablo Ortega et al

03-12-2021

On the (In)Feasibility of Attribute Inference Attacks on Machine Learning Models
by Benjamin Zi Hao Zhao et al

03-09-2021

Learning Dependencies in Distributed Cloud Applications to Identify and Localize Anomalies
by Dominik Scheinert et al

03-12-2021

Self-Feature Regularization: Self-Feature Distillation Without Teacher Models
by Wenxuan Fan et al

03-10-2021

Self-Supervised Motion Retargeting with Safety Guarantee
by Sungjoon Choi et al

03-11-2021

Efficient Pairwise Neuroimage Analysis using the Soft Jaccard Index and 3D Keypoint Sets
by Laurent Chauvin et al

03-11-2021

The Semi-Supervised iNaturalist-Aves Challenge at FGVC7 Workshop
by Jong-Chyi Su et al

03-11-2021

SCEI: A Smart-Contract Driven Edge Intelligence Framework for IoT Systems
by Chenhao Xu et al

03-10-2021

Learning from Imperfect Demonstrations from Agents with Varying Dynamics
by Zhangjie Cao et al

03-12-2021

Adversarial Graph Disentanglement
by Shuai Zheng et al

03-11-2021

Stochastic-HMDs: Adversarial Resilient Hardware Malware Detectors through Voltage Over-scaling
by Md Shohidul Islam et al

03-12-2021

Auction Based Clustered Federated Learning in Mobile Edge Computing System
by Renhao Lu et al

03-12-2021

Explainable AI by BAPC -- Before and After correction Parameter Comparison
by Florian Sobieczky et al

03-11-2021

Towards Interpreting and Mitigating Shortcut Learning Behavior of NLU models
by Mengnan Du et al

03-11-2021

DynACPD Embedding Algorithm for Prediction Tasks in Dynamic Networks
by Chris Connell et al

03-12-2021

Medical data wrangling with sequential variational autoencoders
by Daniel Barrejón et al

03-12-2021

Training Networks in Null Space of Covariance for Continual Learning
by Shipeng Wang et al

03-10-2021

Spatial-Temporal Tensor Graph Convolutional Network for Traffic Prediction
by Xuran Xu et al

03-12-2021

Radiomic Deformation and Textural Heterogeneity (R-DepTH) Descriptor to characterize Tumor Field Effect: Application to Survival Prediction in Glioblastoma
by Marwa Ismail et al

03-10-2021

Graph Neural Networks Inspired by Classical Iterative Algorithms
by Yongyi Yang et al

03-10-2021

Linear Bandits on Uniformly Convex Sets
by Thomas Kerdreux et al

03-11-2021

Understanding the origin of information-seeking exploration in probabilistic objectives for control
by Beren Millidge et al

03-10-2021

Piecewise linear regression and classification
by Alberto Bemporad

03-12-2021

GA for feature selection of EEG heterogeneous data
by Aurora Saibene et al

03-10-2021

RMP2: A Structured Composable Policy Class for Robot Learning
by Anqi Li et al

03-11-2021

Controlled Gaussian Process Dynamical Models with Application to Robotic Cloth Manipulation
by Fabio Amadio et al

03-10-2021

Deep learning methods for screening patients S-ICD implantation eligibility
by Anthony J. Dunn et al

03-10-2021

Functional Collection Programming with Semi-Ring Dictionaries
by Amir Shaikhha et al

03-11-2021

Drone-as-a-Service Composition Under Uncertainty
by Ali Hamdi et al

03-12-2021

Knowledge- and Data-driven Services for Energy Systems using Graph Neural Networks
by Francesco Fusco et al

03-11-2021

Max-Linear Regression by Scalable and Guaranteed Convex Programming
by Seonho Kim et al

03-10-2021

TANTRA: Timing-Based Adversarial Network Traffic Reshaping Attack
by Yam Sharon et al

03-09-2021

Monotonic Alpha-divergence Minimisation
by Kamélia Daudel et al

03-12-2021

BDD4BNN: A BDD-based Quantitative Analysis Framework for Binarized Neural Networks
by Yedi Zhang et al

03-12-2021

Domain Curiosity: Learning Efficient Data Collection Strategies for Domain Adaptation
by Karol Arndt et al

03-10-2021

Sampling methods for efficient training of graph convolutional networks: A survey
by Xin Liu et al

03-11-2021

On the Equivalence Between Temporal and Static Graph Representations for Observational Predictions
by Jianfei Gao et al

03-11-2021

The Minecraft Kernel: Modelling correlated Gaussian Processes in the Fourier domain
by Fergus Simpson et al

03-12-2021

Second-Order Component Analysis for Fault Detection
by Peng Jingchao et al

03-12-2021

Visualising Deep Networks Time-Series Representations
by Błażej Leporowski et al

03-11-2021

Can Single-Shuffle SGD be Better than Reshuffling SGD and GD?
by Chulhee Yun et al

03-11-2021

Linnaeus: A highly reusable and adaptable ML based log classification pipeline
by Armin Catovic et al

03-12-2021

Optimal sequential decision making with probabilistic digital twins
by Christian Agrell et al

03-09-2021

Universal Approximation of Residual Flows in Maximum Mean Discrepancy
by Zhifeng Kong et al

03-11-2021

On Improving Deep Learning Trace Analysis with System Call Arguments
by Quentin Fournier et al

03-11-2021

Learning by Teaching, with Application to Neural Architecture Search
by Parth Sheth et al

03-12-2021

Machine Learning Assisted Orthonormal Basis Selection for Functional Data Analysis
by Rani Basna et al

03-10-2021

Empirical Mode Modeling: A data-driven approach to recover and forecast nonlinear dynamics from noisy data
by Joseph Park et al

03-11-2021

A Reinforcement Learning Based Approach to Play Calling in Football
by Preston Biro et al

03-09-2021

A sampling criterion for constrained Bayesian optimization with uncertainties
by Reda El Amri et al

03-11-2021

Physics and Computing Performance of the Exa.TrkX TrackML Pipeline
by Xiangyang Ju et al

03-12-2021

Projection-based QLP Algorithm for Efficiently Computing Low-Rank Approximation of Matrices
by Maboud F. Kaloorazi et al

03-10-2021

Advancing Trajectory Optimization with Approximate Inference: Exploration, Covariance Control and Adaptive Risk
by Joe Watson et al

03-11-2021

Adversarial attacks in consensus-based multi-agent reinforcement learning
by Martin Figura et al

03-09-2021

Scalable Online Recurrent Learning Using Columnar Neural Networks
by Khurram Javed et al

03-12-2021

Efficient reconstruction of depth three circuits with top fan-in two
by Gaurav Sinha

03-11-2021

Integration of Convolutional Neural Networks in Mobile Applications
by Roger Creus Castanyer et al

03-09-2021

Regret Bounds for Generalized Linear Bandits under Parameter Drift
by Louis Faury et al

03-09-2021

Interpretable Machines: Constructing Valid Prediction Intervals with Random Forests
by Burim Ramosaj

03-12-2021

EventGraD: Event-Triggered Communication in Parallel Machine Learning
by Soumyadip Ghosh et al

03-12-2021

A Neural Network for Semigroups
by Edouard Balzin et al

03-11-2021

Federated Functional Gradient Boosting
by Zebang Shen et al

03-09-2021

Non-asymptotic Confidence Intervals of Off-policy Evaluation: Primal and Dual Bounds
by Yihao Feng et al

 
Craig Smith