Hola! I’m Oscar Mañas. I’m a Research Scientist at Meta Superintelligence Labs on the Media Generation team in Zurich. I recently completed my PhD at Mila and Université de Montréal, advised by Prof. Aishwarya Agrawal.

My research explores the intersection of vision and language, with a focus on multimodal vision-language generative models: systems capable of generating images, videos and text from multimodal inputs. I’m especially interested in building models that reason fluidly across modalities, treating them as complementary channels of perception and thought. In practice, a through-line in my work is the loop between generation, understanding, and evaluation: building reward models and metrics, and using them to steer model behavior.

Previously, I was a Visiting Researcher at Meta FAIR and a Research Intern at Element AI. See my CV for more details.

News

Selected Publications

Controlling Multimodal LLMs via Reward-guided Decoding
Controlling Multimodal LLMs via Reward-guided Decoding
Oscar Mañas, Pierluca D'Oro, Koustuv Sinha, Adriana Romero-Soriano, Michal Drozdzal, Aishwarya Agrawal
ICCV 2025
first author paper
EvalGIM: A Library for Evaluating Generative Image Models
EvalGIM: A Library for Evaluating Generative Image Models
Melissa Hall, Oscar Mañas, Reyhane Askari Hemmat, 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
arXiv 2024
paper code
Consistency-Diversity-Realism Pareto Fronts of Conditional Image Generative Models
Consistency-Diversity-Realism Pareto Fronts of Conditional Image Generative Models
Pietro Astolfi, Marlene Careil, Melissa Hall, Oscar Mañas, Matthew Muckley, Jakob Verbeek, Adriana Romero-Soriano, Michal Drozdzal
arXiv 2024
paper
Improving Text-to-Image Consistency via Automatic Prompt Optimization
Improving Text-to-Image Consistency via Automatic Prompt Optimization
Oscar Mañas, Pietro Astolfi, Melissa Hall, Candace Ross, Jack Urbanek, Adina Williams, Aishwarya Agrawal, Adriana Romero-Soriano, Michal Drozdzal
TMLR 2024
first author paper
Improving Automatic VQA Evaluation Using Large Language Models
Improving Automatic VQA Evaluation Using Large Language Models
Oscar Mañas, Benno Krojer, Aishwarya Agrawal
AAAI 2024
first author paper code

View all publications →