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Regularization

97 directly classified papers

Papers per year

Papers

Drop Dropout on Single Epoch Language Model Pretraining ACL 2025
Training Deep Neural Networks with Virtual Smoothing Classes AAAI 2025
Adaptive Dropout: Unleashing Dropout across Layers for Generalizable Image Super-Resolution CVPR 2025
Unlabeled Debiasing in Downstream Tasks via Class-wise Low Variance Regularization EMNLP 2024
Dropout Regularization Versus l2-Penalization in the Linear Model JMLR 2024
Preventing Dimensional Collapse in Self-Supervised Learning via Orthogonality Regularization NIPS 2024
Encourage or Inhibit Monosemanticity? Revisit Monosemanticity from a Feature Decorrelation Perspective EMNLP 2024
Attribute Controlled Fine-tuning for Large Language Models: A Case Study on Detoxification EMNLP 2024
Soft ascent-descent as a stable and flexible alternative to flooding NIPS 2024
Adaptive Random Feature Regularization on Fine-tuning Deep Neural Networks CVPR 2024
Learning from Others: Similarity-based Regularization for Mitigating Dataset Bias. ACL 2024
The Star Geometry of Critic-Based Regularizer Learning NIPS 2024
Conjunct Lengths in English, Dependency Length Minimization, and Dependency Structure of Coordination ACL 2023
Path following algorithms for $\ell_2$-regularized $M$-estimation with approximation guarantee NIPS 2023
LABO: Towards Learning Optimal Label Regularization via Bi-level Optimization ACL 2023
Regularization properties of adversarially-trained linear regression NIPS 2023
DropMessage: Unifying Random Dropping for Graph Neural Networks AAAI 2023
Fixing MoE Over-Fitting on Low-Resource Languages in Multilingual Machine Translation ACL 2023
Soft Target-Enhanced Matching Framework for Deep Entity Matching AAAI 2023
HW-TSC’s Participation in the WMT 2023 Automatic Post Editing Shared Task EMNLP 2023
Modality Adaption or Regularization? A Case Study on End-to-End Speech Translation ACL 2023
Scalable Theory-Driven Regularization of Scene Graph Generation Models AAAI 2023
In and Out-of-Domain Text Adversarial Robustness via Label Smoothing ACL 2023
Dynamically Refined Regularization for Improving Cross-corpora Hate Speech Detection ACL 2022
Improving Neural Political Statement Classification with Class Hierarchical Information ACL 2022