| Carefully Blending Adversarial Training, Purification, and Aggregation Improves Adversarial Robustness | May 25, 2023 | Adversarial DefenseAdversarial Purification | CodeCode Available | 0 | 5 |
| Adversarial Feature Desensitization | Jun 8, 2020 | Adversarial RobustnessDomain Adaptation | CodeCode Available | 0 | 5 |
| Can we achieve robustness from data alone? | Jul 24, 2022 | Meta-Learningregression | CodeCode Available | 0 | 5 |
| CBGT-Net: A Neuromimetic Architecture for Robust Classification of Streaming Data | Mar 24, 2024 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| A graph-embedded deep feedforward network for disease outcome classification and feature selection using gene expression data | Jan 18, 2018 | Classificationfeature selection | CodeCode Available | 0 | 5 |
| Enhanced Multimodal Content Moderation of Children's Videos using Audiovisual Fusion | May 9, 2024 | Prompt LearningRobust classification | CodeCode Available | 0 | 5 |
| Analysis of classifiers robust to noisy labels | Jun 1, 2021 | Robust classification | CodeCode Available | 0 | 5 |
| A generalised framework for detailed classification of swimming paths inside the Morris Water Maze | Nov 20, 2017 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Polynomial expansion of the binary classification function | Mar 26, 2012 | Binary ClassificationClassification | CodeCode Available | 0 | 5 |
| An Effective Baseline for Robustness to Distributional Shift | May 15, 2021 | Deep LearningOut-of-Distribution Detection | CodeCode Available | 0 | 5 |
| Class-Conditioned Transformation for Enhanced Robust Image Classification | Mar 27, 2023 | Adversarial AttackClassification | CodeCode Available | 0 | 5 |
| CNN-LSTM Hybrid Model for AI-Driven Prediction of COVID-19 Severity from Spike Sequences and Clinical Data | May 29, 2025 | Feature EngineeringRobust classification | CodeCode Available | 0 | 5 |
| Provably robust classification of adversarial examples with detection | Jan 1, 2021 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Adversarial Explanations for Understanding Image Classification Decisions and Improved Neural Network Robustness | Jun 7, 2019 | Adversarial DefenseFraud Detection | CodeCode Available | 0 | 5 |
| Robust classification with flexible discriminant analysis in heterogeneous data | Jan 9, 2022 | Classificationparameter estimation | CodeCode Available | 0 | 5 |
| Neural Fingerprints for Adversarial Attack Detection | Nov 7, 2024 | Adversarial AttackAdversarial Attack Detection | CodeCode Available | 0 | 5 |
| Bayesian predictive modeling of multi-source multi-way data | Aug 5, 2022 | Robust classification | CodeCode Available | 0 | 5 |
| Robust Classification using Contractive Hamiltonian Neural ODEs | Mar 22, 2022 | Classificationimage-classification | CodeCode Available | 0 | 5 |
| A Tunable Loss Function for Robust Classification: Calibration, Landscape, and Generalization | Jun 5, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Attack Transferability Characterization for Adversarially Robust Multi-label Classification | Jun 29, 2021 | Adversarial AttackClassification | CodeCode Available | 0 | 5 |
| MixedNUTS: Training-Free Accuracy-Robustness Balance via Nonlinearly Mixed Classifiers | Feb 3, 2024 | Adversarial RobustnessRobust classification | CodeCode Available | 0 | 5 |
| Optimal Classification under Performative Distribution Shift | Nov 4, 2024 | ClassificationRobust classification | CodeCode Available | 0 | 5 |
| Label-Noise Robust Generative Adversarial Networks | Nov 27, 2018 | Robust classification | CodeCode Available | 0 | 5 |
| A Fast and Robust TSVM for Pattern Classification | Nov 15, 2017 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Inherently Faithful Attention Maps for Vision Transformers | Jun 10, 2025 | ClassificationRobust classification | CodeCode Available | 0 | 5 |
| Improving Landmark Recognition using Saliency detection and Feature classification | Nov 30, 2018 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Adversarial Domain Adaptation for Cross-user Activity Recognition Using Diffusion-based Noise-centred Learning | Aug 6, 2024 | Activity RecognitionDenoising | CodeCode Available | 0 | 5 |
| Improving Adversarial Robustness via Joint Classification and Multiple Explicit Detection Classes | Oct 26, 2022 | Adversarial RobustnessRobust classification | CodeCode Available | 0 | 5 |
| Incremental and Decremental Fuzzy Bounded Twin Support Vector Machine | Jul 22, 2019 | General ClassificationRobust classification | CodeCode Available | 0 | 5 |
| Memory Defense: More Robust Classification via a Memory-Masking Autoencoder | Feb 5, 2022 | ClassificationDecoder | CodeCode Available | 0 | 5 |
| Adversarial Training for Defense Against Label Poisoning Attacks | Feb 24, 2025 | Bilevel OptimizationRobust classification | CodeCode Available | 0 | 5 |
| Detecting Adversarial Samples Using Influence Functions and Nearest Neighbors | Sep 15, 2019 | Robust classification | CodeCode Available | 0 | 5 |
| A Robust Classification Framework for Byzantine-Resilient Stochastic Gradient Descent | Jan 16, 2023 | Robust classification | CodeCode Available | 0 | 5 |
| Implicit Generation and Generalization in Energy-Based Models | Mar 20, 2019 | General ClassificationImage Reconstruction | CodeCode Available | 0 | 5 |
| Decoding Envelope and Frequency-Following EEG Responses to Continuous Speech Using Deep Neural Networks | Dec 15, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Learning with Confident Examples: Rank Pruning for Robust Classification with Noisy Labels | May 4, 2017 | Binary ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| Distributionally Robust Classification on a Data Budget | Aug 7, 2023 | Classificationimage-classification | CodeCode Available | 0 | 5 |
| GAT: Generative Adversarial Training for Adversarial Example Detection and Robust Classification | May 27, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 | 5 |
| DDDM: a Brain-Inspired Framework for Robust Classification | May 1, 2022 | ClassificationDecision Making | CodeCode Available | 0 | 5 |
| Acoustic Classification of Maritime Vessels using Learnable Filterbanks | May 29, 2025 | ClassificationRobust classification | CodeCode Available | 0 | 5 |
| A Robust Classification-autoencoder to Defend Outliers and Adversaries | Jun 30, 2021 | ClassificationDecoder | CodeCode Available | 0 | 5 |
| Implicit Generation and Modeling with Energy Based Models | Dec 1, 2019 | General ClassificationImage Generation | CodeCode Available | 0 | 5 |
| Advancing RVFL networks: Robust classification with the HawkEye loss function | Oct 1, 2024 | Robust classification | CodeCode Available | 0 | 5 |
| Data Driven Environmental Awareness Using Wireless Signals | Oct 17, 2024 | ClassificationRobust classification | CodeCode Available | 0 | 5 |
| Image Classification Using Singular Value Decomposition and Optimization | Dec 10, 2024 | Classificationimage-classification | CodeCode Available | 0 | 5 |
| End-to-End Learning of Representations for Asynchronous Event-Based Data | Apr 17, 2019 | ClassificationObject Recognition | CodeCode Available | 0 | 5 |
| API-Net: Robust Generative Classifier via a Single Discriminator | Aug 1, 2020 | Robust classification | CodeCode Available | 0 | 5 |
| EPiC: Ensemble of Partial Point Clouds for Robust Classification | Mar 20, 2023 | ClassificationDiversity | CodeCode Available | 0 | 5 |
| Robustifying Point Cloud Networks by Refocusing | Aug 10, 2023 | 3D ClassificationAdversarial Defense | CodeCode Available | 0 | 5 |
| Improved Sample Complexities for Deep Networks and Robust Classification via an All-Layer Margin | Oct 9, 2019 | AllGeneral Classification | CodeCode Available | 0 | 5 |