Publications

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 6, 2026

Vision Language Models Learn to Assess Images with Specialists

WACV 2026

Quyet V. Do, David Seunghyun Yoon, Ruiyi Zhang, Thiloshon Nagarajah, Trung Bui, Viet Lai
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Intelligent Agents & Assistants

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
  • Adobe Research icon Natural Language Processing

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

Publication date: December 24, 2025

ChartEval: LLM-Driven Chart Generation Evaluation Using Scene Graph Parsing

IJCNLP-AACL 2025 System Demonstrations

Kanika Goswami, Puneet Mathur, Ryan A. Rossi, Franck Dernoncourt, Vivek Gupta, Dinesh Manocha
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Content Intelligence
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: December 15, 2025

Evaluating and Sampling Glinty NDFs in Constant Time

SIGGRAPH Asia 2025

Pauli Kemppinen, Loïs Paulin, Théo Thonat, Jean Thiery, Jaakko Lehtinen, Tamy Boubekeur
  • Adobe Research icon Graphics (2D & 3D)

Publication date: December 15, 2025

Lifted Surfacing of Generalized Sweep Volumes

Siggraph Asia 2025

Yiwen Ju, Qingnan Zhou, Xingyi Du, Nathan Carr, Tao Ju
  • Adobe Research icon Graphics (2D & 3D)

Publication date: December 15, 2025

ART-DECO: Arbitrary Text Guidance for 3D Detailizer Construction

SIGGRAPH Asia (conference track)

Qimin Chen, Yuezhi Yang, Yifan Wang, Vladimir (Vova) Kim, Siddhartha Chaudhuri, Hao (Richard) Zhang, Zhiqin Chen
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Graphics (2D & 3D)

Publication date: December 7, 2025

Personalized Graph-Based Retrieval for Large Language Models

PACLIC 2025

Steven Au, Cameron Dimacali, Ojasmitha Pedirappagari, Namyong Park, Franck Dernoncourt, Yu Wang, Nikos Kanakaris, Hanieh Deilamsalehy, Ryan A. Rossi, Nesreen K. Ahmed
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: December 7, 2025

Forecasting Time Series with LLMs via Patch-Based Prompting and Decomposition

PACLIC 2025

Mayank Bumb, Anshul Vemulapalli, Sri Harsha Vardhan Prasad Jella, Anish Gupta, An La, Ryan A. Rossi, Hongjie Chen, Franck Dernoncourt, Nesreen K. Ahmed, Yu Wang
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Data Intelligence
  • Adobe Research icon Natural Language Processing

Publication date: December 7, 2025

A Personalized Conversational Benchmark: Towards Simulating Personalized Conversations

NeurIPS 2025 MTI-LLM workshop

Li Li, Peilin Cai, Ryan A. Rossi, Franck Dernoncourt, Branislav Kveton, Junda Wu, Tong Yu, Linxin Song, Tiankai Yang, Yuehan Qin, Nesreen K. Ahmed, Samyadeep Basu, Subhojyoti Mukherjee, Ruiyi Zhang, Zhengmian Hu, Bo Ni, Yuxiao Zhou, Zichao Wang, Yue Huang, Yu Wang, Xiangliang Zhang, Philip S. Yu, Xiyang Hu, Yue Zhao
Spotlight paper (top 5%)
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: December 7, 2025

TextIT: Inference-Time Representation Alignment for Improved Visual Text Generation in Diffusion Models

Workshop on Unifying Representations in Neural Models, 39th Annual Conference on Neural Information Processing Systems (NeurIPS)

Abhikhya Tripathy, Aishwarya Agarwal, Srikrishna Karanam, Balaji Vasan Srinivasan
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: December 7, 2025

RADAR: A Reasoning-Guided Attribution Framework for Explainable Visual Data Analysis

Women in Machine Learning Workshop, 39th Annual Conference on Neural Information Processing Systems (NeurIPS)

Anku Rani, Aparna Garimella, Apoorv Saxena, Balaji Vasan Srinivasan, Paul Liang
  • Adobe Research icon Content Intelligence
  • Adobe Research icon Natural Language Processing
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