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implicit bia

149 papers

Papers

Large Stepsize Gradient Descent for Non-Homogeneous Two-Layer Networks: Margin Improvement and Fast Optimization NeurIPS 2024 Mechanics of Next Token Prediction with Self-Attention AISTATS 2024 On the Implicit Bias of Adam ICML 2024 On the Origins of Linear Representations in Large Language Models ICML 2024 RAt: Injecting Implicit Bias for Text-To-Image Prompt Refinement Models EMNLP 2024 The Implicit Bias of Adam on Separable Data NeurIPS 2024 The Implicit Bias of Gradient Descent on Separable Multiclass Data NeurIPS 2024 The Implicit Bias of Gradient Descent toward Collaboration between Layers: A Dynamic Analysis of Multilayer Perceptions NeurIPS 2024 The Implicit Bias of Heterogeneity towards Invariance: A Study of Multi-Environment Matrix Sensing NeurIPS 2024 The Price of Implicit Bias in Adversarially Robust Generalization NeurIPS 2024 Towards Implicit Bias Detection and Mitigation in Multi-Agent LLM Interactions EMNLP 2024 Why is parameter averaging beneficial in SGD? An objective smoothing perspective AISTATS 2024 Abide by the law and follow the flow: conservation laws for gradient flows NeurIPS 2023 Benign Overfitting in Classification: Provably Counter Label Noise with Larger Models ICLR 2023 Faster Margin Maximization Rates for Generic Optimization Methods NeurIPS 2023 Implicit Bias in Leaky ReLU Networks Trained on High-Dimensional Data ICLR 2023 Implicit Bias of Gradient Descent for Logistic Regression at the Edge of Stability NeurIPS 2023 Implicit Bias of Gradient Descent for Mean Squared Error Regression with Two-Layer Wide Neural Networks JMLR 2023 Implicit Bias of Gradient Descent for Two-layer ReLU and Leaky ReLU Networks on Nearly-orthogonal Data NeurIPS 2023 Implicit Bias of Large Depth Networks: a Notion of Rank for Nonlinear Functions ICLR 2023 Implicit Bias of (Stochastic) Gradient Descent for Rank-1 Linear Neural Network NeurIPS 2023 Learning a Neuron by a Shallow ReLU Network: Dynamics and Implicit Bias for Correlated Inputs NeurIPS 2023 Minimum norm interpolation by perceptra: Explicit regularization and implicit bias NeurIPS 2023 On student-teacher deviations in distillation: does it pay to disobey? NeurIPS 2023 On the Dynamics Under the Unhinged Loss and Beyond JMLR 2023