Picture for Licong Lin

Licong Lin

Minimax Optimal Convergence of Gradient Descent in Logistic Regression via Large and Adaptive Stepsizes

Add code
Apr 05, 2025
Viaarxiv icon

Improving LLM Safety Alignment with Dual-Objective Optimization

Add code
Mar 05, 2025
Viaarxiv icon

A Statistical Theory of Contrastive Pre-training and Multimodal Generative AI

Add code
Jan 08, 2025
Figure 1 for A Statistical Theory of Contrastive Pre-training and Multimodal Generative AI
Figure 2 for A Statistical Theory of Contrastive Pre-training and Multimodal Generative AI
Figure 3 for A Statistical Theory of Contrastive Pre-training and Multimodal Generative AI
Figure 4 for A Statistical Theory of Contrastive Pre-training and Multimodal Generative AI
Viaarxiv icon

Simplicity Prevails: Rethinking Negative Preference Optimization for LLM Unlearning

Add code
Oct 09, 2024
Viaarxiv icon

Scaling Laws in Linear Regression: Compute, Parameters, and Data

Add code
Jun 12, 2024
Viaarxiv icon

Negative Preference Optimization: From Catastrophic Collapse to Effective Unlearning

Add code
Apr 08, 2024
Viaarxiv icon

Mean-field variational inference with the TAP free energy: Geometric and statistical properties in linear models

Add code
Nov 14, 2023
Figure 1 for Mean-field variational inference with the TAP free energy: Geometric and statistical properties in linear models
Figure 2 for Mean-field variational inference with the TAP free energy: Geometric and statistical properties in linear models
Figure 3 for Mean-field variational inference with the TAP free energy: Geometric and statistical properties in linear models
Figure 4 for Mean-field variational inference with the TAP free energy: Geometric and statistical properties in linear models
Viaarxiv icon

Transformers as Decision Makers: Provable In-Context Reinforcement Learning via Supervised Pretraining

Add code
Oct 12, 2023
Viaarxiv icon

Statistical Limits of Adaptive Linear Models: Low-Dimensional Estimation and Inference

Add code
Oct 01, 2023
Viaarxiv icon

Plug-in Performative Optimization

Add code
May 30, 2023
Viaarxiv icon