Regularization

Timestep Embeddings Trigger Collapse in Diffusion Text Generation CoNLL 2025 Variation Due to Regularization Tractably Recovers Bayesian Deep Learning Uncertainty AISTATS 2025 YNU-HPCC at SemEval-2025 Task 6: Using BERT Model with R-drop for Promise Verification SemEval 2025 Adaptive Random Feature Regularization on Fine-tuning Deep Neural Networks CVPR 2024 Dropout Enhanced Bilevel Training ICLR 2024 LDReg: Local Dimensionality Regularized Self-Supervised Learning ICLR 2024 Preventing Dimensional Collapse in Self-Supervised Learning via Orthogonality Regularization NeurIPS 2024 Preventing Model Collapse in Deep Canonical Correlation Analysis by Noise Regularization NeurIPS 2024 Robust Similarity Learning with Difference Alignment Regularization ICLR 2024 Stochastic Kernel Regularisation Improves Generalisation in Deep Kernel Machines NeurIPS 2024 When to Grow? A Fitting Risk-Aware Policy for Layer Growing in Deep Neural Networks AAAI 2024 Beyond Graph Convolutional Network: An Interpretable Regularizer-Centered Optimization Framework AAAI 2023 Disentangling the Mechanisms Behind Implicit Regularization in SGD ICLR 2023 DropMessage: Unifying Random Dropping for Graph Neural Networks AAAI 2023 Efficient Deep Reinforcement Learning Requires Regulating Overfitting ICLR 2023 Exploring Robust Overfitting for Pre-trained Language Models ACL 2023 How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit Regularization ICLR 2023 Implicit Bias of Large Depth Networks: a Notion of Rank for Nonlinear Functions ICLR 2023 Improved Bounds for Multi-task Learning with Trace Norm Regularization COLT 2023 Inverse-Reference Priors for Fisher Regularization of Bayesian Neural Networks AAAI 2023 Is Model Ensemble Necessary? Model-based RL via a Single Model with Lipschitz Regularized Value Function ICLR 2023 Mitigating Memorization of Noisy Labels via Regularization between Representations ICLR 2023 Noise Injection Node Regularization for Robust Learning ICLR 2023 Patch-level Neighborhood Interpolation: A General and Effective Graph-based Regularization Strategy ACML 2023 Regularization of Polynomial Networks for Image Recognition CVPR 2023