conftrace_

overfitting mitigation

21 papers

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Co-occurring keywords

few-shot learning (3398) data augmentation (3052) image classification (1944) convolutional neural network (4226) low-resource learning (203) knowledge distillation (3725) feature learning (1311) representation learning (6206) cooperative agent (7) partner diversity (1)

Papers

MetaMixSpeech: Meta Task Augmentation for Low-Resource Speech Recognition EMNLP 2025
Improving the Training of Data-Efficient GANs via Quality Aware Dynamic Discriminator Rejection Sampling CVPR 2025
APT: Adaptive Personalized Training for Diffusion Models with Limited Data CVPR 2025
TTE: Two Tokens Are Enough to Improve Parameter-Efficient Tuning AAAI 2025
How to Mitigate Overfitting in Weak-to-strong Generalization? ACL 2025
Sparsity Outperforms Low-Rank Projections in Few-Shot Adaptation ICCV 2025
Residual Dropout: A Simple Approach to Improve Transformer’s Data Efficiency COLING 2024
Catch-Up Mix: Catch-Up Class for Struggling Filters in CNN AAAI 2024
Mitigating Overfitting in Structured Pruning of ASR Models with Gradient-Guided Parameter Regularization INTERSPEECH 2024
A Comprehensive Augmentation Framework for Anomaly Detection AAAI 2024
Diversity Is Not All You Need: Training A Robust Cooperative Agent Needs Specialist Partners NIPS 2024
Revive Re-weighting in Imbalanced Learning by Density Ratio Estimation NIPS 2024
Calibrating a Deep Neural Network with Its Predecessors IJCAI 2023
Label Hallucination for Few-Shot Classification AAAI 2022
Embedding Hallucination for Few-shot Language Fine-tuning NAACL 2022
Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation NIPS 2022
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 NIPS 2019
Stochastic Shake-Shake Regularization for Affective Learning from Speech INTERSPEECH 2018