Efficient Attention using a Fixed-Size Memory Representation. - Denny Britz; Melody Y. Guan; Minh-Thang Luong (EMNLP, 2017)

Who Said What: Modeling Individual Labelers Improves Classification. - Melody Y. Guan; Varun Gulshan; Andrew M. Dai; Geoffrey E. Hinton (AAAI, 2018)

Nonparametric Stochastic Contextual Bandits. - Melody Y. Guan; Heinrich Jiang (AAAI, 2018)

Faster Discovery of Neural Architectures by Searching for Paths in a Large Model. - Hieu Pham 001; Melody Y. Guan; Barret Zoph; Quoc V. Le; Jeff Dean (ICLR (Workshop), 2018)

Efficient Neural Architecture Search via Parameter Sharing. - Hieu Pham 001; Melody Y. Guan; Barret Zoph; Quoc V. Le; Jeff Dean (ICML, 2018)

To Trust Or Not To Trust A Classifier. - Heinrich Jiang; Been Kim; Melody Y. Guan; Maya R. Gupta (NeurIPS, 2018)

A Surprising Density of Illusionable Natural Speech. - Melody Y. Guan; Gregory Valiant (CogSci, 2019)

Making AI Forget You: Data Deletion in Machine Learning. - Antonio Ginart; Melody Y. Guan; Gregory Valiant; James Zou 001 (NeurIPS, 2019)

Using Computer Vision to Automate Hand Detection and Tracking of Surgeon Movements in Videos of Open Surgery. - Michael Zhang; Xiaotian Cheng; Daniel Copeland; Arjun D. Desai; Melody Y. Guan; Gabriel A. Brat; Serena Yeung (AMIA, 2020)

A real-time spatiotemporal AI model analyzes skill in open surgical videos. - Emmett D. Goodman; Krishna K. Patel; Yilun Zhang; William Locke; Chris J. Kennedy; Rohan Mehrotra; Stephen Ren; Melody Y. Guan; Maren Downing; Hao Wei Chen; Jevin Z. Clark; Gabriel A. Brat; et al. (CoRR, 2021)

Deliberative Alignment: Reasoning Enables Safer Language Models. - Melody Y. Guan; Manas Joglekar; Eric Wallace; Saachi Jain; Boaz Barak; Alec Helyar; Rachel Dias; Andrea Vallone; Hongyu Ren; Jason Wei; Hyung Won Chung; Sam Toyer; et al. (CoRR, 2024)

Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation. - Bowen Baker; Joost Huizinga; Leo Gao; Zehao Dou; Melody Y. Guan; Aleksander Madry; Wojciech Zaremba; Jakub Pachocki; David Farhi (CoRR, 2025)