Negative Preference Optimization: From Catastrophic Collapse to Effective Unlearning R Zhang, L Lin, Y Bai, S Mei The First Conference on Language Modeling (COLM) 2024, 2024 | 58 | 2024 |
What causes the test error? going beyond bias-variance via anova L Lin, E Dobriban Journal of Machine Learning Research 22 (155), 1-82, 2021 | 52 | 2021 |
Transformers as Decision Makers: Provable In-Context Reinforcement Learning via Supervised Pretraining L Lin, Y Bai, S Mei International Conference on Learning Representations (ICLR) 2024, 2023 | 42 | 2023 |
Plug-in Performative Optimization L Lin, T Zrnic International Conference on Machine Learning (ICML) 2024, 2023 | 12 | 2023 |
Scaling Laws in Linear Regression: Compute, Parameters, and Data L Lin, J Wu, SM Kakade, PL Bartlett, JD Lee arXiv preprint arXiv:2406.08466, 2024 | 7 | 2024 |
Mean-field variational inference with the TAP free energy: Geometric and statistical properties in linear models M Celentano, Z Fan, L Lin, S Mei arXiv preprint arXiv:2311.08442, 2023 | 6 | 2023 |
Semi-parametric inference based on adaptively collected data L Lin, K Khamaru, MJ Wainwright arXiv preprint arXiv:2303.02534, 2023 | 5 | 2023 |
Near-optimal multiple testing in Bayesian linear models with finite-sample FDR control T Ahn, L Lin, S Mei arXiv preprint arXiv:2211.02778, 2022 | 4 | 2022 |
Statistical limits of adaptive linear models: low-dimensional estimation and inference L Lin, M Ying, S Ghosh, K Khamaru, CH Zhang Advances in Neural Information Processing Systems 36, 15965-15990, 2023 | 1 | 2023 |
When is it worthwhile to jackknife? Breaking the quadratic barrier for Z-estimators L Lin, F Su, W Mou, P Ding, M Wainwright arXiv preprint arXiv:2411.02909, 2024 | | 2024 |
Simplicity Prevails: Rethinking Negative Preference Optimization for LLM Unlearning C Fan, J Liu, L Lin, J Jia, R Zhang, S Mei, S Liu arXiv preprint arXiv:2410.07163, 2024 | | 2024 |
Choose Your Anchor Wisely: Effective Unlearning Diffusion Models via Concept Reconditioning J Zhu, R Zhang, L Lin, S Mei Neurips Safe Generative AI Workshop 2024, 0 | | |