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
June 11, 2025
RESEARCH
COMPUTER VISION
A Shortcut-aware Video-QA Benchmark for Physical Understanding via Minimal Video Pairs
Benno Krojer, Mojtaba Komeili, Candace Ross, Koustuv Sinha, Mido Assran, Nicolas Ballas, Quentin Garrido
June 11, 2025
December 12, 2024
COMPUTER VISION
EvalGIM: A Library for Evaluating Generative Image Models
Melissa Hall, Abhishek Charnalia, Adriana Romero Soriano, Candace Ross, Carolina Braga, Jakob Verbeek, Karen Ullrich, Maeve Ryan, Mark Ibrahim, Marton Havasi, Michal Drozdzal, Mike Rabbat, Oscar Mañas, Pietro Astolfi, Reyhane Askari, Tariq Berrada Ifriqi, Yohann Benchetrit
December 12, 2024
June 05, 2024
CORE MACHINE LEARNING
An Introduction to Vision-Language Modeling
Anurag Ajay, Alexander C. Li, Suzanne Petryk, Zhiqiu Lin, Anas Mahmoud, Jun Chen, Mazda Moayeri, Aishwarya Agrawal, Florian Bordes, Adrien Bardes, Arjang Talattof, Asli Celikyilmaz, Bargav Jayaraman, Candace Ross, Chuan Guo, Diane Bouchacourt, Ellen Tan, Haider Al-Tahan, Hu Xu, Jonathan Lebensold, Kamalika Chaudhuri, Karen Ullrich, Karthik Padthe, Kate Saenko, Kushal Tirumala, Mark Ibrahim, Megan Richards, Melissa Hall, Oscar Mañas, Pietro Astolfi, Quentin Garrido, Reyhane Askari, Richard Pang, Rim Assouel, Samuel Lavoie, Srihari Jayakumar, Vasu Sharma, Vikas Chandra, Xilun Chen, Yunyang Xiong, Zechun Liu
June 05, 2024
August 31, 2023
COMPUTER VISION
FACET: Fairness in Computer Vision Evaluation Benchmark
Laura Gustafson, Aaron Adcock, Candace Ross, Cheng-Yang Fu, Chloe Rolland, Melissa Hall, Nikhila Ravi, Quentin Duval
August 31, 2023
July 14, 2023
NLP
COMPUTER VISION
Scaling Autoregressive Multi-Modal Models: Pretraining and Instruction Tuning
Armen Aghajanyan, Adam Polyak, Arun Babu, Asli Celikyilmaz, Benjamin Miller, Binh Tang, Bowen Shi, Brian Karrer, Candace Ross, Daniel Li (FAIR), Gargi Ghosh, Jacob Xu, Lili Yu, Luke Zettlemoyer, Maryam Fazel-Zarandi, Olga Golovneva, Ram Pasunuru, Russ Howes, Shelly Sheynin, Tianlu Wang, Uriel Singer, Vasu Sharma, Yaniv Taigman
July 14, 2023
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