Adobe Research » Publications

Publication date: November 2, 2026

UXCascade: Scalable Usability Testing with Simulated User Agents

UIST 2026

Steffen Holter, Eunyee Koh, Doga Dogan, Gromit Yeuk-Yin Chan

AI & Machine Learning
Content Intelligence
Data Intelligence
Human Computer Interaction
Intelligent Agents & Assistants
Natural Language Processing

Publication date: October 29, 2026

CAVEWOMAN: How Large Language Models Behave Under Linguistic Input and Output Compression

EMNLP 2026

Morayo Danielle Adeyemi, Ryan A. Rossi, Franck Dernoncourt

AI & Machine Learning
Intelligent Agents & Assistants
Natural Language Processing

Publication date: October 29, 2026

CRISP: Cliff-aware Residual-free Input-adaptive Sparse Prefilling with Entropy-Motivated Routing

EMNLP 2026

Huy Huu Nguyen, Chien Van Nguyen, Franck Dernoncourt, Ryan A. Rossi, Linh Ngo Van, Jieyang Chen, Thien Huu Nguyen

AI & Machine Learning
Document Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: October 29, 2026

EventKD: Event-Aware Knowledge Distillation for Generative Event Extraction

EMNLP 2026 Findings

Hoang Thanh Dat, Quoc Phong Dao, Nam Le Hai, Franck Dernoncourt, Linh Ngo Van, Trung Le, Thien Huu Nguyen

AI & Machine Learning
Document Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: October 29, 2026

GRASP: GRanularity-Aware Search Policy for Agentic RAG

EMNLP 2026 Findings

Varun Gandhi, Jaewook Lee, Shantanu Todmal, Franck Dernoncourt, Ryan A. Rossi, Jack Wang, Andrew Lan

AI & Machine Learning
Document Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: October 29, 2026

Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents

EMNLP 2026 Findings

Harshitha Kolukuluru, Reshma Ashok, Kirat Arora, Evan William Ciccarelli, Nischal Ashok Kumar, Lunyiu Nie, Franck Dernoncourt, Samyadeep Basu, Ryan A. Rossi, Nedim Lipka

AI & Machine Learning
Document Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: October 9, 2026

FlexRouter: Learning Complementary Model Sets for Flexible LLM Routing

COLM 2026

Wang Wei, Hongzheng Yang, Tiankai Yang, Samyadeep Basu, Hongjie Chen, Yue Zhao, Franck Dernoncourt, Ryan A. Rossi, Hoda Eldardiry

AI & Machine Learning
Intelligent Agents & Assistants
Natural Language Processing

Publication date: September 24, 2026

Segment Length Matters: A Study of Segment Lengths on Audio Fingerprinting Performance

IEEE MMSP 2026

Ziling Gong, Yunyan Ouyang, Iram Kamdar, Melody Ma, Hongjie Chen, Franck Dernoncourt, Ryan A. Rossi, Nesreen K. Ahmed

AI & Machine Learning
Audio

Publication date: September 12, 2026

Memory-V2V: Memory-Augmented Video-to-Video Diffusion for Consistent Multi-Turn Editing

European Conference on Computer Vision (ECCV 2026)

Dohun Lee, Chun-Hao Paul Huang, Xuelin Chen, Jong Chul Ye, Duygu Ceylan, Hyeonho Jeong

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: September 10, 2026

ReflectCAP: Detailed Image Captioning with Reflective Memory

ECCV 2026

Kyungmin Min, Minbeom Kim, Kang-il Lee, David Seunghyun Yoon, Kyomin Jung

AI & Machine Learning
Computer Vision, Imaging & Video
Natural Language Processing

Publication date: September 2, 2026

Personalized Auto-Research: Towards a True AI Co-Scientist

ACM AI Summit 2026

Bo Ni, Franck Dernoncourt, Hongjie Chen, Yu Wang, Nesreen K. Ahmed, Zhengzhong Tu, Tyler Derr, Ryan A. Rossi

AI & Machine Learning
Intelligent Agents & Assistants
Natural Language Processing

Publication date: August 17, 2026

PRISM: A Unified Framework for Photorealistic Reconstruction and Intrinsic Scene Modeling

International Conference on Pattern Recognition (ICPR) 2026

Alara Dirik, Tuanfeng Y. Wang, Duygu Ceylan, Stefanos Zafeiriou, Anna Frühstück

AI & Machine Learning
Computer Vision, Imaging & Video
Graphics (2D & 3D)

Publication date: August 6, 2026

Towards Trustworthy Retrieval Augmented Generation for Large Language Models: A Survey

ACM Computing Surveys

Bo Ni, Zheyuan Liu, Leyao Wang, Yongjia Lei, Yuying Zhao, Xueqi Cheng, Qingkai Zeng, Luna Dong, Yinglong Xia, Krishnaram Kenthapadi, Ryan A. Rossi, Franck Dernoncourt, Md Mehrab Tanjim, Nesreen Ahmed, Xiaorui Liu, Wenqi Fan, Erik Blasch, Yu Wang, Meng Jiang, Tyler Derr

AI & Machine Learning
Document Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: July 19, 2026

Efficient Multiscale Lanczos Eigenpair Extraction

Siggraph 2026

Theo Braune, Jérémie Dumas, Jean Thiery

Graphics (2D & 3D)

Publication date: July 13, 2026

Benchmarking Knowledge-Extraction Attack and Defense on Retrieval-Augmented Generation

KDD 2026 Datasets and Benchmarks Track

Zhisheng Qi, Utkarsh Sahu, Li Ma, Haoyu Han, Ryan A. Rossi, Franck Dernoncourt, Mahantesh M Halappanavar, Nesreen K. Ahmed, Yushun Dong, Yue Zhao, Yu Zhang, Yu Wang

AI & Machine Learning
Intelligent Agents & Assistants
Natural Language Processing

Publication date: July 7, 2026

Lizard: An Efficient Linearization Framework for Large Language Models

ACL 2026

Chien Van Nguyen, Huy Huu Nguyen, Ruiyi Zhang, Hanieh Deilamsalehy, Puneet Mathur, Viet Lai, Haoliang Wang, Jayakumar Subramanian, Ryan A. Rossi, Trung Bui, Nikos Vlassis, Franck Dernoncourt, Thien Huu Nguyen

AI & Machine Learning
Document Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: July 7, 2026

Structured Uncertainty guided Clarification for LLM Agents

ACL Findings 2026

Manan Suri, Puneet Mathur, Nedim Lipka, Franck Dernoncourt, Ryan A. Rossi, Dinesh Manocha

AI & Machine Learning
Data Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: July 7, 2026

Can Large Language Models Keep Up? Benchmarking Online Adaptation to Continual Knowledge Streams

ACL 2026

Jiyeon Kim, Hyunji Lee, Dylan Zhou, Sue Hyun Park, David Seunghyun Yoon, Trung Bui, Franck Dernoncourt, Sungmin Cha, Minjoon Seo

AI & Machine Learning
Document Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: July 7, 2026

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation

ACL 2026 Findings

Liqiang Jing, Viet Lai, David Seunghyun Yoon, Trung Bui, Xinya Du

AI & Machine Learning
Computer Vision, Imaging & Video
Intelligent Agents & Assistants

Publication date: July 7, 2026

MARCH: Evaluating the Intersection of Ambiguity Interpretation and Multi-hop Inference

ACL 2026 Findings

Jeonghyun Park, Ingeol Baek, David Seunghyun Yoon, Haeun Jang, Aparna Garimella, Akriti Jain, Nedim Lipka, Hwanhee Lee

AI & Machine Learning
Document Intelligence
Natural Language Processing

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