Regularization

Preventing Dimensional Collapse in Self-Supervised Learning via Orthogonality Regularization NeurIPS 2024 Soft ascent-descent as a stable and flexible alternative to flooding NeurIPS 2024 Task-Driven Wavelets using Constrained Empirical Risk Minimization CVPR 2024 The Effectiveness of Random Forgetting for Robust Generalization ICLR 2024 The Star Geometry of Critic-Based Regularizer Learning NeurIPS 2024 Unlabeled Debiasing in Downstream Tasks via Class-wise Low Variance Regularization EMNLP 2024 Why Do We Need Weight Decay in Modern Deep Learning? NeurIPS 2024 Conjunct Lengths in English, Dependency Length Minimization, and Dependency Structure of Coordination ACL 2023 Curvature-Balanced Feature Manifold Learning for Long-Tailed Classification CVPR 2023 DropMessage: Unifying Random Dropping for Graph Neural Networks AAAI 2023 Efficient Discrete Multi Marginal Optimal Transport Regularization ICLR 2023 Fixing MoE Over-Fitting on Low-Resource Languages in Multilingual Machine Translation ACL 2023 How Sharpness-Aware Minimization Minimizes Sharpness? ICLR 2023 HW-TSC’s Participation in the WMT 2023 Automatic Post Editing Shared Task EMNLP 2023 Improved Bounds for Multi-task Learning with Trace Norm Regularization COLT 2023 In and Out-of-Domain Text Adversarial Robustness via Label Smoothing ACL 2023 LABO: Towards Learning Optimal Label Regularization via Bi-level Optimization ACL 2023 Modality Adaption or Regularization? A Case Study on End-to-End Speech Translation ACL 2023 Path following algorithms for ℓ_2-regularized M-estimation with approximation guarantee NeurIPS 2023 Regularization properties of adversarially-trained linear regression NeurIPS 2023 Scalable Theory-Driven Regularization of Scene Graph Generation Models AAAI 2023 Soft Target-Enhanced Matching Framework for Deep Entity Matching AAAI 2023 A Comparison of Hamming Errors of Representative Variable Selection Methods ICLR 2022 Boundary Smoothing for Named Entity Recognition ACL 2022 Critical Regularizations for Neural Surface Reconstruction in the Wild CVPR 2022