Jinlin Wu

Generating on Generated: An Approach Towards Self-Evolving Diffusion Models

2025 · arXiv (Cornell University)

Recursive Self-Improvement (RSI) enables intelligence systems to autonomously refine their capabilities. This paper explores the application of RSI in text-to-image diffusion models, addressing the challenge of training collapse caused by synthetic data. We identify two …

Instruction Tuning Chronologically Consistent Language Models

2025 · arXiv (Cornell University)

We introduce a family of chronologically consistent, instruction-tuned large language models to eliminate lookahead bias. Each model is trained only on data available before a clearly defined knowledge-cutoff date, ensuring strict temporal separation from any …