Liang Xie

Stable Learning via Self-supervised Invariant Risk Minimization

2020 · arXiv (Cornell University)

Empirical Risk Minimization based methods are based on the consistency hypothesis that all data samples are generated i.i.d. However, this hypothesis cannot hold in many real-world applications. Consequently, simply minimizing training loss can lead the …

SciPIP: An LLM-based Scientific Paper Idea Proposer

2024 · arXiv (Cornell University)

The rapid advancement of large language models (LLMs) has opened new possibilities for automating the proposal of innovative scientific ideas. This process involves two key phases: literature retrieval and idea generation. However, existing approaches often …