Object-Region Video Transformers. - Roei Herzig; Elad Ben-Avraham; Karttikeya Mangalam; Amir Bar; Gal Chechik; Anna Rohrbach; Trevor Darrell; Amir Globerson (CVPR, 2022)

Bringing Image Scene Structure to Video via Frame-Clip Consistency of Object Tokens. - Elad Ben-Avraham; Roei Herzig; Karttikeya Mangalam; Amir Bar; Anna Rohrbach; Leonid Karlinsky; Trevor Darrell; Amir Globerson (NeurIPS, 2022)

Structured Video Tokens @ Ego4D PNR Temporal Localization Challenge 2022. - Elad Ben-Avraham; Roei Herzig; Karttikeya Mangalam; Amir Bar; Anna Rohrbach; Leonid Karlinsky; Trevor Darrell; Amir Globerson (CoRR, 2022)

GRAM: Global Reasoning for Multi-Page VQA. - Tsachi Blau; Sharon Fogel; Roi Ronen; Alona Golts; Shahar Tsiper; Elad Ben-Avraham; Aviad Aberdam; Roy Ganz; Ron Litman (CVPR, 2024)

Question Aware Vision Transformer for Multimodal Reasoning. - Roy Ganz; Yair Kittenplon; Aviad Aberdam; Elad Ben-Avraham; Oren Nuriel; Shai Mazor; Ron Litman (CVPR, 2024)

PromptonomyViT: Multi-Task Prompt Learning Improves Video Transformers using Synthetic Scene Data. - Roei Herzig; Ofir Abramovich; Elad Ben-Avraham; Assaf Arbelle; Leonid Karlinsky; Ariel Shamir; Trevor Darrell; Amir Globerson (WACV, 2024)

TAP-VL: Text Layout-Aware Pre-training for Enriched Vision-Language Models. - Jonathan Fhima; Elad Ben-Avraham; Oren Nuriel; Yair Kittenplon; Roy Ganz; Aviad Aberdam; Ron Litman (CoRR, 2024)

DocVLM: Make Your VLM an Efficient Reader. - Mor Shpigel Nacson; Aviad Aberdam; Roy Ganz; Elad Ben-Avraham; Alona Golts; Yair Kittenplon; Shai Mazor; Ron Litman (CVPR, 2025)