Joint rotational invariance and adversarial training of a dual-stream Transformer yields state of the art Brain-Score for Area V4. - William Berrios; Arturo Deza (CoRR, 2022)

Towards Language Models That Can See: Computer Vision Through the LENS of Natural Language. - William Berrios; Gautam Mittal; Tristan Thrush; Douwe Kiela; Amanpreet Singh (CoRR, 2023)

BI-LAVA: Biocuration with Hierarchical Image Labeling through Active Learning and Visual Analysis. - Juan Trelles Trabucco; Andrew Wentzel; William Berrios; G. Elisabeta Marai (CoRR, 2023)

Leveraging Diffusion Perturbations for Measuring Fairness in Computer Vision. - Nicholas Lui; Bryan Chia; William Berrios; Candace Ross; Douwe Kiela (AAAI, 2024)

LMUnit: Fine-grained Evaluation with Natural Language Unit Tests. - Jon Saad-Falcon; Rajan Vivek; William Berrios; Nandita Shankar Naik; Matija Franklin; Bertie Vidgen; Amanpreet Singh; Douwe Kiela; Shikib Mehri (CoRR, 2024)

BI-LAVA: Biocuration With Hierarchical Image Labelling Through Active Learning and Visual Analytics. - Juan Trelles Trabucco; Andrew Wentzel; William Berrios; Hagit Shatkay; G. Elisabeta Marai (Comput. Graph. Forum, 2025)