Computer Agents

CUA-Suite: Expert Trajectories and Pixel-Precise Grounding for Computer-use Agents

Xiangru Jian, Shravan Nayak, Kevin Qinghong Lin, Aarash Feizi, Kaixin Li, Patrice Béchard, Spandana Gella, Sai Rajeswar Mudumba

Workshop at the International Conference of Machine Learning (ICML), 2026.

Grounding Computer Use Agents on Human Demonstrations

Building reliable computer-use agents requires grounding: accurately connecting natural language instructions to the correct on-screen …

Aarash Feizi, Shravan Nayak, Xiangru Jian, Kevin Qinghong Lin, Kaixin Li, Rabiul Awal, Xing Han Lu, Johan Obando, Juan A. Rodriguez, Nicolas Chapados, David Vazquez, Adriana Romero Soriano, Reihaneh Rabbany, Perouz Taslakian, Christopher Pal, Spandana Gella, Sai Rajeswar Mudumba

International Conference on Learning Representations, 2026.

A Guide To Effectively Leveraging LLMs for Low-Resource Text Summarization: Data Augmentation and Semi-supervised Approaches

Existing approaches for low-resource text summarization primarily employ large language models (LLMs) like GPT-3 or GPT-4 at inference …

Gaurav Sahu, Olga Vechtomova, Issam H. Laradji

North American Chapter of the Association for Computational Linguistics (NAACL), 2025.