Papers
Fri 23 Jul 2021
128 papers
- Using a Cross-Task Grid of Linear Probes to Interpret CNN Model Predictions On Retinal ImagesMechanistic interpretability → Interpreting vision and multimodal models
- Model Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare SettingsOffline RL and imitation learning from data → Safe offline RL
- GSVMA: A Genetic-Support Vector Machine-Anova method for CAD diagnosis based on Z-Alizadeh Sani dataset
- Estimation of excess air coefficient on coal combustion processes via gauss model and artificial neural network
- Forecasting the outcome of spintronic experiments with Neural Ordinary Differential Equations
- Sexing Caucasian 2D footprints using convolutional neural networks
- Continuous Non-Invasive Eye Tracking In Intensive Care
- Medical Literature Mining and Retrieval in a Conversational Setting
- Text Classification and Clustering with Annealing Soft Nearest Neighbor Loss
- ProtoTransformer: A Meta-Learning Approach to Providing Student Feedback
- Artificial Intelligence in Achieving Sustainable Development Goals
- Mind the Performance Gap: Examining Dataset Shift During Prospective Validation
- Comparing Prophet and Deep Learning to ARIMA in Forecasting Wholesale Food Prices
- Early Diagnosis of Lung Cancer Using Computer Aided Detection via Lung Segmentation Approach
- Black-Box Diagnosis and Calibration on GAN Intra-Mode Collapse: A Pilot Study
- A Simple Approach to Automated Spectral Clustering
- Similarity Based Label Smoothing For Dialogue Generation
- Plinko: Eliciting beliefs to build better models of statistical learning and mental model updating
- Clipped Hyperbolic Classifiers Are Super-Hyperbolic Classifiers
- Multi-Echo LiDAR for 3D Object Detection
- Non-intrusive reduced order modeling of natural convection in porous media using convolutional autoencoders: comparison with linear subspace techniques
- Automatic Detection Of Noise Events at Shooting Range Using Machine Learning
- Deep Learning Based Cardiac MRI Segmentation: Do We Need Experts?
- Self-Correcting Neural Networks For Safe Classification
- Cooperative Exploration for Multi-Agent Deep Reinforcement Learning
- Cross-Sentence Temporal and Semantic Relations in Video Activity Localisation
- Compressing Neural Networks: Towards Determining the Optimal Layer-wise Decomposition
- HierMUD: Hierarchical Multi-task Unsupervised Domain Adaptation between Bridges for Drive-by Damage Diagnosis
- A general sample complexity analysis of vanilla policy gradient
- Finite-time Analysis of Globally Nonstationary Multi-Armed Bandits
- Device Scheduling and Update Aggregation Policies for Asynchronous Federated Learning
- Brazilian Portuguese Speech Recognition Using Wav2vec 2.0
- An Instance-Dependent Simulation Framework for Learning with Label Noise
- Using Deep Learning Techniques and Inferential Speech Statistics for AI Synthesised Speech Recognition
- Robust Explainability: A Tutorial on Gradient-Based Attribution Methods for Deep Neural Networks
- TargetNet: Functional microRNA Target Prediction with Deep Neural Networks
- Optimum Risk Portfolio and Eigen Portfolio: A Comparative Analysis Using Selected Stocks from the Indian Stock Market
- Rethinking Hard-Parameter Sharing in Multi-Domain Learning
- Joint Shapley values: a measure of joint feature importance
- Unsupervised Domain Adaptive 3D Detection with Multi-Level Consistency
- Modelling Latent Translations for Cross-Lingual Transfer
- Powering Effective Climate Communication with a Climate Knowledge Base
- Heteroscedastic Temporal Variational Autoencoder For Irregular Time Series
- Robust Adaptive Submodular Maximization
- Structack: Structure-based Adversarial Attacks on Graph Neural Networks
- Tackling the Overestimation of Forest Carbon with Deep Learning and Aerial Imagery
- Mixed SIGNals: Sign Language Production via a Mixture of Motion Primitives
- Finite-Bit Quantization For Distributed Algorithms With Linear Convergence
- Provident Vehicle Detection at Night for Advanced Driver Assistance Systems
- SurfaceNet: Adversarial SVBRDF Estimation from a Single Image
- Human Pose Regression with Residual Log-likelihood Estimation
- Re-distributing Biased Pseudo Labels for Semi-supervised Semantic Segmentation: A Baseline Investigation
- Machine Learning with a Reject Option: A survey
- A Differentiable Language Model Adversarial Attack on Text Classifiers
- Dense Supervision Propagation for Weakly Supervised Semantic Segmentation on 3D Point Clouds
- Standardized Max Logits: A Simple yet Effective Approach for Identifying Unexpected Road Obstacles in Urban-Scene Segmentation
- Image-to-Image Translation with Low Resolution Conditioning
- State, global and local parameter estimation using local ensemble Kalman filters: applications to online machine learning of chaotic dynamics
- Adversarial Reinforced Instruction Attacker for Robust Vision-Language Navigation
- Multi-Channel Automatic Music Transcription Using Tensor Algebra
- Effective and Interpretable fMRI Analysis via Functional Brain Network Generation
- An Improved Algorithm of Robot Path Planning in Complex Environment Based on Double DQN
- Exploring Deep Registration Latent Spaces
- Optimization on manifolds: A symplectic approach
- Taxonomizing local versus global structure in neural network loss landscapes
- Wavelet Design in a Learning Framework
- A3GC-IP: Attention-Oriented Adjacency Adaptive Recurrent Graph Convolutions for Human Pose Estimation from Sparse Inertial Measurements
- Multi-Modal Pedestrian Detection with Large Misalignment Based on Modal-Wise Regression and Multi-Modal IoU
- Developing efficient transfer learning strategies for robust scene recognition in mobile robotics using pre-trained convolutional neural networks
- Bias Loss for Mobile Neural Networks
- Dynamic detection of mobile malware using smartphone data and machine learning
- Modeling Bilingual Conversational Characteristics for Neural Chat Translation
- Learning Discriminative Representations for Multi-Label Image Recognition
- Training a neural network with exciton-polariton optical nonlinearity
- Constellation: Learning relational abstractions over objects for compositional imagination
- User Preferences and the Shortest Path
- High Dimensional Differentially Private Stochastic Optimization with Heavy-tailed Data
- Cardiac CT segmentation based on distance regularized level set
- A comparison of combined data assimilation and machine learning methods for offline and online model error correction
- OLR 2021 Challenge: Datasets, Rules and Baselines
- Introducing: DeepHead, Wide-band Electromagnetic Imaging Paradigm
- Malware Analysis with Artificial Intelligence and a Particular Attention on Results Interpretability
- RGB Image Classification with Quantum Convolutional Ansaetze
- Generative adversarial networks in time series: A survey and taxonomy
- Improving Early Sepsis Prediction with Multi Modal Learning
- Class-Incremental Domain Adaptation with Smoothing and Calibration for Surgical Report Generation
- Data-driven deep density estimation
- HURRA! Human readable router anomaly detection
- Reservoir Computing Approach for Gray Images Segmentation
- Label Distribution Amendment with Emotional Semantic Correlations for Facial Expression Recognition
- LocalGLMnet: interpretable deep learning for tabular data
- Improving the Generalization of Meta-learning on Unseen Domains via Adversarial Shift
- Transporting Causal Mechanisms for Unsupervised Domain Adaptation
- An Adaptive State Aggregation Algorithm for Markov Decision Processes
- Unsupervised Domain Adaptation for Video Semantic Segmentation
- MCDAL: Maximum Classifier Discrepancy for Active Learning
- Unrealistic Feature Suppression for Generative Adversarial Networks
- Learning the structure of wind: A data-driven nonlocal turbulence model for the atmospheric boundary layer
- Ensemble of Convolution Neural Networks on Heterogeneous Signals for Sleep Stage Scoring
- Integrating Deep Learning and Augmented Reality to Enhance Situational Awareness in Firefighting Environments
All 128
- Deep Learning Based Reconstruction of Total Solar Irradiance
- RewriteNet: Reliable Scene Text Editing with Implicit Decomposition of Text Contents and Styles
- 3D Radar Velocity Maps for Uncertain Dynamic Environments
- WaveFill: A Wavelet-based Generation Network for Image Inpainting
- A Deep Signed Directional Distance Function for Object Shape Representation
- AD-GAN: End-to-end Unsupervised Nuclei Segmentation with Aligned Disentangling Training
- Emotion analysis and detection during COVID-19
- Generating Large-scale Dynamic Optimization Problem Instances Using the Generalized Moving Peaks Benchmark
- Trajectory Design for UAV-Based Internet-of-Things Data Collection: A Deep Reinforcement Learning Approach
- VisDA-2021 Competition Universal Domain Adaptation to Improve Performance on Out-of-Distribution Data
- 3D Brain Reconstruction by Hierarchical Shape-Perception Network from a Single Incomplete Image
- SuperCaustics: Real-time, open-source simulation of transparent objects for deep learning applications
- Dynamic Proximal Unrolling Network for Compressive Imaging
- Domain Adaptive Video Segmentation via Temporal Consistency Regularization
- Photon-Starved Scene Inference using Single Photon Cameras
- Pruning Ternary Quantization
- Resource Efficient Mountainous Skyline Extraction using Shallow Learning
- Communication Efficiency in Federated Learning: Achievements and Challenges
- A novel meta-learning initialization method for physics-informed neural networks
- Detail Preserving Residual Feature Pyramid Modules for Optical Flow
- Estimating Predictive Uncertainty Under Program Data Distribution Shift
- Human Pose Transfer with Augmented Disentangled Feature Consistency
- Score-Based Point Cloud Denoising
- Adaptively Weighted Top-N Recommendation for Organ Matching
- The decomposition of the higher-order homology embedding constructed from the k-Laplacian
- Learning Quadruped Locomotion Policies using Logical Rules
- Compositional Models: Multi-Task Learning and Knowledge Transfer with Modular Networks
- Implicit Rate-Constrained Optimization of Non-decomposable Objectives