overfitting mitigation

APT: Adaptive Personalized Training for Diffusion Models with Limited Data CVPR 2025 How to Mitigate Overfitting in Weak-to-strong Generalization? ACL 2025 Improving the Training of Data-Efficient GANs via Quality Aware Dynamic Discriminator Rejection Sampling CVPR 2025 MetaMixSpeech: Meta Task Augmentation for Low-Resource Speech Recognition EMNLP 2025 Mitigating Overfitting During Speech Foundation Model Fine-tuning: Applications to Dysarthric Speech Detection Interspeech 2025 Sparsity Outperforms Low-Rank Projections in Few-Shot Adaptation ICCV 2025 TTE: Two Tokens Are Enough to Improve Parameter-Efficient Tuning AAAI 2025 A Comprehensive Augmentation Framework for Anomaly Detection AAAI 2024 Catch-Up Mix: Catch-Up Class for Struggling Filters in CNN AAAI 2024 Diversity Is Not All You Need: Training A Robust Cooperative Agent Needs Specialist Partners NeurIPS 2024 Few-Shot Image Generation by Conditional Relaxing Diffusion Inversion ECCV 2024 Mitigating Overfitting in Structured Pruning of ASR Models with Gradient-Guided Parameter Regularization Interspeech 2024 Residual Dropout: A Simple Approach to Improve Transformer’s Data Efficiency COLING 2024 Revive Re-weighting in Imbalanced Learning by Density Ratio Estimation NeurIPS 2024 Calibrating a Deep Neural Network with Its Predecessors IJCAI 2023 Embedding Hallucination for Few-shot Language Fine-tuning NAACL 2022 Label Hallucination for Few-Shot Classification AAAI 2022 Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation NeurIPS 2022 Finding Sparse Structures for Domain Specific Neural Machine Translation AAAI 2021 Variational Information Bottleneck for Effective Low-Resource Audio Classification Interspeech 2021 Generalized Entropy Regularization or: There’s Nothing Special about Label Smoothing ACL 2020 Mitigating Overfitting in Supervised Classification from Two Unlabeled Datasets: A Consistent Risk Correction Approach AISTATS 2020 Model Similarity Mitigates Test Set Overuse NeurIPS 2019 Stochastic Shake-Shake Regularization for Affective Learning from Speech Interspeech 2018