| Decoding Envelope and Frequency-Following EEG Responses to Continuous Speech Using Deep Neural Networks | Dec 15, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| MixedNUTS: Training-Free Accuracy-Robustness Balance via Nonlinearly Mixed Classifiers | Feb 3, 2024 | Adversarial RobustnessRobust classification | CodeCode Available | 0 |
| Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks | May 30, 2022 | Audio ClassificationImage Classification | CodeCode Available | 0 |
| DDDM: a Brain-Inspired Framework for Robust Classification | May 1, 2022 | ClassificationDecision Making | CodeCode Available | 0 |
| Data Driven Environmental Awareness Using Wireless Signals | Oct 17, 2024 | ClassificationRobust classification | CodeCode Available | 0 |
| EXCON: Extreme Instance-based Contrastive Representation Learning of Severely Imbalanced Multivariate Time Series for Solar Flare Prediction | Nov 18, 2024 | Contrastive LearningPrediction | CodeCode Available | 0 |
| SCISSOR: Mitigating Semantic Bias through Cluster-Aware Siamese Networks for Robust Classification | Jun 17, 2025 | Data AugmentationRobust classification | CodeCode Available | 0 |
| A Tunable Loss Function for Robust Classification: Calibration, Landscape, and Generalization | Jun 5, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Unifying Causal Representation Learning with the Invariance Principle | Sep 4, 2024 | Representation LearningRobust classification | CodeCode Available | 0 |
| Neural Fingerprints for Adversarial Attack Detection | Nov 7, 2024 | Adversarial AttackAdversarial Attack Detection | CodeCode Available | 0 |
| Attack Transferability Characterization for Adversarially Robust Multi-label Classification | Jun 29, 2021 | Adversarial AttackClassification | CodeCode Available | 0 |
| Shadows Aren't So Dangerous After All: A Fast and Robust Defense Against Shadow-Based Adversarial Attacks | Aug 18, 2022 | AllRobust classification | CodeCode Available | 0 |
| Adversarial Feature Desensitization | Jun 8, 2020 | Adversarial RobustnessDomain Adaptation | CodeCode Available | 0 |
| Fast Few-Shot Classification by Few-Iteration Meta-Learning | Oct 1, 2020 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Robust Classification using Contractive Hamiltonian Neural ODEs | Mar 22, 2022 | Classificationimage-classification | CodeCode Available | 0 |
| Robust Classification of High-Dimensional Data using Data-Adaptive Energy Distance | Jun 24, 2023 | ClassificationRobust classification | CodeCode Available | 0 |
| A generalised framework for detailed classification of swimming paths inside the Morris Water Maze | Nov 20, 2017 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Unlabeled Data Improves Adversarial Robustness | May 31, 2019 | Adversarial RobustnessRobust classification | CodeCode Available | 0 |
| Frequency-Based Vulnerability Analysis of Deep Learning Models against Image Corruptions | Jun 12, 2023 | ClassificationRobust classification | CodeCode Available | 0 |
| Adversarial Domain Adaptation for Cross-user Activity Recognition Using Diffusion-based Noise-centred Learning | Aug 6, 2024 | Activity RecognitionDenoising | CodeCode Available | 0 |
| Optimal Classification under Performative Distribution Shift | Nov 4, 2024 | ClassificationRobust classification | CodeCode Available | 0 |
| Advancing RVFL networks: Robust classification with the HawkEye loss function | Oct 1, 2024 | Robust classification | CodeCode Available | 0 |
| A Fast and Robust TSVM for Pattern Classification | Nov 15, 2017 | ClassificationGeneral Classification | CodeCode Available | 0 |
| An Enhanced Zeroth-Order Stochastic Frank-Wolfe Framework for Constrained Finite-Sum Optimization | Jan 13, 2025 | Computational EfficiencyRobust classification | CodeCode Available | 0 |
| Robust Classification via Support Vector Machines | Apr 27, 2021 | ClassificationGeneral Classification | CodeCode Available | 0 |