Adobe Research » Publications

Publication date: August 28, 2026

Quantitative LLM Judges Using Post-Hoc Score Calibration

TMLR

Aishwarya Sahoo, Jeevana Kruthi Karnuthala, Tushar Parmanand Budhwani, Pranchal Agarwal, Sankaran Vaidyanathan, Alexa Siu, Franck Dernoncourt, Jennifer Healey, Nedim Lipka, Ryan A. Rossi, Uttaran Bhattacharya, Branislav Kveton

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

Publication date: July 7, 2026

Octopus: Gated Selective Attention for Memory-Bounded Long-Context Inference in Large Language Models

ACL 2026

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

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

Publication date: July 7, 2026

Test-Time Strategies for More Efficient and Accurate Agentic RAG

ACL SRW 2026

Brian Zhang, Deepti Guntur, Zhiyang Zuo, Abhinav Sharma, Shreyas Chaudhari, Wenlong Zhao, Franck Dernoncourt, Puneet Mathur, Ryan A. Rossi, Nedim Lipka

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

Publication date: July 7, 2026

Explainable Disentangled Representation Learning for Generalizable Authorship Attribution in the Era of Generative AI

ACL 2026

Hieu Man, Van-Cuong Pham, Nghia Trung Ngo, Franck Dernoncourt, Thien Huu Nguyen

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

Publication date: July 6, 2026

An Interactive Paradigm for Deep Research

ICML 2026

Lin Ai, Victor S. Bursztyn, Xiang Chen, Julia Hirschberg, Saayan Mitra

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

Publication date: July 5, 2026

TeamFusion: Supporting Open-ended Teamwork with Multi-Agent Systems

ACL 2026

Jiale Liu, Victor S. Bursztyn, Lin Ai, Haoliang Wang, Sunav Choudhary, Saayan Mitra, Qingyun Wu

Human Computer Interaction
Intelligent Agents & Assistants
Natural Language Processing

Publication date: July 2, 2026

DECISIVE: Guiding User Decisions with Optimal Preference Elicitation from Unstructured Documents

Association for Computational Linguistics (ACL 2026)

Akriti Jain, Aparna Garimella

AI & Machine Learning
Document Intelligence
Natural Language Processing

Publication date: July 2, 2026

An Answer is just the Start: Related Insight Generation for Open-Ended Document-Grounded QA

Association for Computational Linguistics Findings (ACL 2026)

Saransh Sharma, Aparna Garimella, Koyel Mukherjee, Sharma

AI & Machine Learning
Document Intelligence
Natural Language Processing

Publication date: June 30, 2026

3D Space as a Scratchpad for Editable Text-to-Image Generation

CVPR 2026

Oindrila Saha, Vojtěch Krs, Radomír Měch, Subhransu Maji, Matheus Gadelha, Kevin Blackburn-Matzen

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

Publication date: June 7, 2026

Anticipatory Planning for Multimodal Agents

CVPR 2026 Findings

Yongyuan Liang, Shijie Zhou, Yu Gu, Hao Tan, Gang Wu, Franck Dernoncourt, Jihyung Kil, Ryan A. Rossi, Ruiyi Zhang

AI & Machine Learning
Computer Vision, Imaging & Video
Human Computer Interaction
Intelligent Agents & Assistants
Natural Language Processing

Publication date: June 7, 2026

StableMaterials: Enhancing Diversity in Material Generation via Semi-Supervised Learning

Conference on Computer Vision and Pattern Recognition (CVPR 2026)

Giuseppe Vecchio

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

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