A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems Sep 15, 2022 Domain Generalization Fine-Grained Image Classification
Code Code Available Lesion Elevation Prediction from Skin Images Improves Diagnosis Aug 5, 2024 Color Constancy Domain Generalization
Code Code Available Prompting Diffusion Representations for Cross-Domain Semantic Segmentation Jul 5, 2023 Domain Adaptation Domain Generalization
Code Code Available FedStein: Enhancing Multi-Domain Federated Learning Through James-Stein Estimator Oct 4, 2024 Domain Adaptation Domain Generalization
Code Code Available FedSDAF: Leveraging Source Domain Awareness for Enhanced Federated Domain Generalization May 5, 2025 Domain Generalization Knowledge Distillation
Code Code Available Federated Domain Generalization via Prompt Learning and Aggregation Nov 15, 2024 Domain Generalization Privacy Preserving
Code Code Available Prompt-OT: An Optimal Transport Regularization Paradigm for Knowledge Preservation in Vision-Language Model Adaptation Mar 11, 2025 Domain Generalization Language Modeling
Code Code Available Fed-CO2: Cooperation of Online and Offline Models for Severe Data Heterogeneity in Federated Learning Dec 21, 2023 Domain Generalization Federated Learning
Code Code Available A Causal Inspired Early-Branching Structure for Domain Generalization Mar 13, 2024 Domain Generalization
Code Code Available FedCCRL: Federated Domain Generalization with Cross-Client Representation Learning Oct 15, 2024 Diversity Domain Generalization
Code Code Available Feature Generation and Hypothesis Verification for Reliable Face Anti-Spoofing Dec 30, 2021 Disentanglement Domain Generalization
Code Code Available Supervision and Source Domain Impact on Representation Learning: A Histopathology Case Study May 10, 2020 Dimensionality Reduction Domain Generalization
Code Code Available Feature-Critic Networks for Heterogeneous Domain Generalization Jan 31, 2019 Domain Adaptation Domain Generalization
Code Code Available In-Context Learning of Linear Systems: Generalization Theory and Applications to Operator Learning Sep 18, 2024 Diversity Domain Generalization
Code Code Available Weighted Risk Invariance: Domain Generalization under Invariant Feature Shift Jul 25, 2024 Domain Generalization Out-of-Distribution Generalization
Code Code Available Pseudo Multi-Source Domain Generalization: Bridging the Gap Between Single and Multi-Source Domain Generalization May 29, 2025 Data Augmentation Domain Generalization
Code Code Available Feature-aligned N-BEATS with Sinkhorn divergence May 24, 2023 Domain Generalization Representation Learning
Code Code Available Pulling Target to Source: A New Perspective on Domain Adaptive Semantic Segmentation May 23, 2023 Domain Adaptation Domain Generalization
Code Code Available Algorithmic Fairness Generalization under Covariate and Dependence Shifts Simultaneously Nov 23, 2023 Domain Generalization Fairness
Code Code Available Fairness and Robustness in Invariant Learning: A Case Study in Toxicity Classification Nov 12, 2020 BIG-bench Machine Learning Causal Discovery
Code Code Available Deep Graph Laplacian Regularization for Robust Denoising of Real Images Jul 31, 2018 Denoising Domain Generalization
Code Code Available PushPull-Net: Inhibition-driven ResNet robust to image corruptions Aug 7, 2024 Data Augmentation Domain Generalization
Code Code Available Pyramid Adversarial Training Improves ViT Performance Nov 30, 2021 Adversarial Attack Data Augmentation
Code Code Available Fairness and Accuracy under Domain Generalization Jan 30, 2023 Domain Generalization Fairness
Code Code Available FAIRM: Learning invariant representations for algorithmic fairness and domain generalization with minimax optimality Apr 2, 2024 Diversity Domain Generalization
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