31 citations · 49 across the 4 of their papers we have counts for
4 papers
Structure-informed Language Models Are Protein Designers
Zaixiang Zheng, Yifan Deng, Dongyu Xue +3
This paper demonstrates that language models are strong structure-based protein designers. We present LM-Design, a generic approach to reprogramming sequence-based protein language…
Zero-Shot 3D Drug Design by Sketching and Generating
Siyu Long, Yi Zhou, Xinyu Dai +1
Drug design is a crucial step in the drug discovery cycle. Recently, various deep learning-based methods design drugs by generating novel molecules from scratch, avoiding traversin…
On the Transferability of Adversarial Attacksagainst Neural Text Classifier
Liping Yuan, Xiaoqing Zheng, Yi Zhou +2
Deep neural networks are vulnerable to adversarial attacks, where a small perturbation to an input alters the model prediction. In many cases, malicious inputs intentionally crafte…
Defense against Adversarial Attacks in NLP via Dirichlet Neighborhood Ensemble
Yi Zhou, Xiaoqing Zheng, Cho-Jui Hsieh +2
Despite neural networks have achieved prominent performance on many natural language processing (NLP) tasks, they are vulnerable to adversarial examples. In this paper, we propose…