Wenxiao Wang

Temporal Robustness against Data Poisoning

2023 · arXiv (Cornell University)

Data poisoning considers cases when an adversary manipulates the behavior of machine learning algorithms through malicious training data. Existing threat models of data poisoning center around a single metric, the number of poisoned samples. In …

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 …