Publications

Publication date: June 3, 2026

LiteEmbed: Adapting CLIP to Rare Classes

Conference on Computer Vision and Pattern Recognition (CVPR 2026 Findings)

Aishwarya Agarwal, Srikrishna Karanam, Vineet Gandhi
  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: June 3, 2026

Concept Regions Matter: Benchmarking CLIP with a New Cluster-Importance Approach

Conference on Computer Vision and Pattern Recognition (CVPR 2026)

Aishwarya Agarwal, Srikrishna Karanam, Vineet Gandhi
  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: May 29, 2026

OWLViz: An Open-World Benchmark for Visual Question Answering

AAMAS 2026

Thuy Nguyen, Dang Nguyen, Hoàng Nguyễn, Thuan Duc Luong, Franck Dernoncourt, Long Hoang Dang, Viet Lai
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: May 11, 2026

Reasoning Graph-Structured Question Answering: Datasets and Insights from LLM Benchmarking

LREC 2026

Khin Yone, Devasha Trivedi, Anish Pahilajani, Jincen Shuai, Samyak Rajesh Jain, Ryan A. Rossi, Nesreen K. Ahmed, Franck Dernoncourt, Yu Wang and Namyong Park
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: April 25, 2026

Steering MoE LLMs via Expert (De)Activation

ICLR 2026

Mohsen Fayyaz, Ali Modarressi, Hanieh Deilamsalehy, Franck Dernoncourt, Ryan A. Rossi, Trung Bui, Hinrich Schuetze, Nanyun Peng
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: April 25, 2026

Charts Are Not Images: On the Challenges of Scientific Chart Editing

ICLR 2026

Li Li, Ryan A. Rossi, Sungchul Kim, Sunav Choudhary, Franck Dernoncourt, Puneet Mathur, Zhengzhong Tu, Yue Zhao
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: April 25, 2026

MultiMat: Multimodal Program Synthesis for Procedural Materials using Large Multimodal Models

ICLR 2026

Jonas Belouadi, Tamy Boubekeur, Adrien Kaiser
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Content Intelligence
  • Adobe Research icon Data Intelligence
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Graphics (2D & 3D)
  • Adobe Research icon Natural Language Processing

Publication date: April 23, 2026

No Prompt Left Behind: Exploiting Zero-Variance Prompts in LLM Reinforcement Learning via Entropy-Guided Advantage Shaping

ICLR 2026

Thanh-Long V. Le, Myeongho Jeon, Kim Vu, Viet Lai, Eunho Yang
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Natural Language Processing

Publication date: March 29, 2026

Skill Discovery for Software Scripting Automation via Offline Simulations with LLMs

EACL 2026 Findings

Paiheng Xu, Gang Wu, Xiang Chen, Tong Yu, Chang Xiao, Franck Dernoncourt, Tianyi Zhou, Wei Ai, Vishy Swaminathan
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: March 29, 2026

A Survey on LLM-based Conversational User Simulation

EACL 2026

Bo Ni, Yu Wang, Leyao Wang, Branislav Kveton, Franck Dernoncourt, Yu Xia, Hongjie Chen, Reuben Luera, Samyadeep Basu, Subhojyoti Mukherjee, Puneet Mathur, Nesreen K. Ahmed, Junda Wu, Li Li, Huixin Zhang, Ruiyi Zhang, Tong Yu, Sungchul Kim, Jiuxiang Gu, Zhengzhong Tu, Alexa Siu, Zichao Wang, David Seunghyun Yoon, Nedim Lipka, Namyong Park, Zihao Lin, Trung Bui, Yue Zhao, Tyler Derr, Ryan A. Rossi
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: March 29, 2026

Instruction Tuning with and without Context: Behavioral Shifts and Downstream Impact

EACL 2026

Hyunji Lee, David Seunghyun Yoon, Yunjae Won, Hanseok Oh, Geewook Kim, Trung Bui, Franck Dernoncourt, Elias Stengel-Eskin, Mohit Bansal, Minjoon Seo
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: March 29, 2026

VILLAIN at AVerImaTeC: Verifying Image–Text Claims via Multi-Agent Collaboration

EACL 2026 Workshop on Fact Extraction and VERification (FEVER)

Jaeyoon Jung, Yejun Yoon, David Seunghyun Yoon, Kunwoo Park
1st place at the main challenge
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Natural Language Processing

Publication date: March 10, 2026

Understanding Generative AI Capabilities in Everyday Image Editing Tasks

WACV 2026

Brandon Collins, Mohammad Reza Taesiri, Logan Bolton, Viet Lai, Franck Dernoncourt, Trung Bui, Anh Totti Nguyen
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: March 1, 2026

SAMa: Material-aware 3D Selection and Segmentation

3DV 2026

Michael Fischer, Iliyan Georgiev, Thibault Groueix, Vladimir (Vova) Kim, Tobias Ritschel, Valentin Deschaintre
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Graphics (2D & 3D)

Publication date: February 26, 2026

Knowledge Homophily in Large Language Models

WSDM 2026

Utkarsh Sahu, Zhisheng Qi, Mahantesh Halappanavar, Nedim Lipka, Ryan A. Rossi, Franck Dernoncourt, Yu Zhang, Yao Ma, Yu Wang
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Natural Language Processing

Publication date: January 27, 2026

VipAct: Visual-Perception Enhancement via Specialized VLM Agent Collaboration and Tool-use

AAAI 2026

Zhehao Zhang, Ryan A. Rossi, Tong Yu, Franck Dernoncourt, Ruiyi Zhang, Jiuxiang Gu, Sungchul Kim, Xiang Chen, Zichao Wang, Nedim Lipka
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Content Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
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Publication date: January 26, 2026

MedRGB: Practical Framework for Benchmarking Medical Retrieval-Augmented Generation System

AAAI 2026 Workshop AI4Research

Nghia Trung Ngo, Chien Van Nguyen, Franck Dernoncourt, Thien Huu Nguyen
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: January 20, 2026

Agentic Design Review System

AAAI Conference on Artificial Intelligence 2026

Sayan Nag, Joseph K J, Koustava Goswami, Vlad Morariu, Balaji Vasan Srinivasan
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Human Computer Interaction
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: January 20, 2026

Learning 3D Texture-Aware Representations for Parsing Diverse Human Clothing and Body Parts

AAAI 2026

Kiran Chhatre, Christopher E. Peters, Srikrishna Karanam
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: January 20, 2026

Step-by-step Layered Design Generation

AAAI Conference on Artificial Intelligence 2026

Faizan Farooq Khan, Joseph K J, Koustava Goswami, Mohamed Elhoseiny, Balaji Vasan Srinivasan
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
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