Candace Ross

RESEARCH SCIENTIST | NEW YORK, UNITED STATES

Candace is a research scientist in FAIR. She earned her PhD from MIT in the Electrical Engineering and Computer Science Department and completed her postdoc at Meta. She works on vision and language modeling, particularly on evaluation, fairness metrics and bias mitigation.

Candace's Publications

December 12, 2024

COMPUTER VISION

EvalGIM: A Library for Evaluating Generative Image Models

Melissa Hall, Oscar Mañas, Reyhane Askari, Mark Ibrahim, Candace Ross, Pietro Astolfi, Tariq Berrada Ifriqi, Marton Havasi, Yohann Benchetrit, Karen Ullrich, Carolina Braga, Abhishek Charnalia, Maeve Ryan, Mike Rabbat, Michal Drozdzal, Jakob Verbeek, Adriana Romero Soriano

December 12, 2024

June 05, 2024

CORE MACHINE LEARNING

An Introduction to Vision-Language Modeling

Florian Bordes, Richard Pang, Anurag Ajay, Alexander C. Li, Adrien Bardes, Suzanne Petryk, Oscar Mañas, Zhiqiu Lin, Anas Mahmoud, Bargav Jayaraman, Mark Ibrahim, Melissa Hall, Yunyang Xiong, Jonathan Lebensold, Candace Ross, Srihari Jayakumar, Chuan Guo, Diane Bouchacourt, Haider Al-Tahan, Karthik Padthe, Vasu Sharma, Hu Xu, Ellen Tan, Megan Richards, Samuel Lavoie, Pietro Astolfi, Reyhane Askari, Jun Chen, Kushal Tirumala, Rim Assouel, Mazda Moayeri, Arjang Talattof, Kamalika Chaudhuri, Zechun Liu, Xilun Chen, Quentin Garrido, Karen Ullrich, Aishwarya Agrawal, Kate Saenko, Asli Celikyilmaz, Vikas Chandra

June 05, 2024

August 31, 2023

COMPUTER VISION

FACET: Fairness in Computer Vision Evaluation Benchmark

Laura Gustafson, Chloe Rolland, Nikhila Ravi, Quentin Duval, Aaron Adcock, Cheng-Yang Fu, Melissa Hall, Candace Ross

August 31, 2023

July 14, 2023

NLP

COMPUTER VISION

Scaling Autoregressive Multi-Modal Models: Pretraining and Instruction Tuning

Lili Yu, Bowen Shi, Ram Pasunuru, Benjamin Miller, Olga Golovneva, Tianlu Wang, Arun Babu, Binh Tang, Brian Karrer, Shelly Sheynin, Candace Ross, Adam Polyak, Russ Howes, Vasu Sharma, Jacob Xu, Uriel Singer, Daniel Li (FAIR), Gargi Ghosh, Yaniv Taigman, Maryam Fazel-Zarandi, Asli Celikyilmaz, Luke Zettlemoyer, Armen Aghajanyan

July 14, 2023