Publications

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
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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
  • Adobe Research icon AI & Machine Learning
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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
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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
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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
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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 Dac Lai, Haoliang Wang, Jayakumar Subramanian, Ryan A. Rossi, Trung Bui, Nikos Vlassis, Franck Dernoncourt, Thien Huu Nguyen
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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
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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
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Publication date: June 4, 2026

Beyond Single Images: A Comprehensive Benchmark for Album-Level Vision-Language Understanding

Conference on Computer Vision and Pattern Recognition (CVPR 2026)

Shawn Huang, Brian Price, Yifei Fan, Bryan Morse
Highlight
  • Adobe Research icon AI & Machine Learning

Publication date: June 3, 2026

Material Magic Wand: Material-Aware Grouping of 3D Parts in Untextured Meshes

Conference on Computer Vision and Pattern Recognition (CVPR 2026)

Umangi Jain, Vladimir (Vova) Kim, Matheus Gadelha, Igor Gilitschenski, Zhiqin Chen
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Publication date: June 1, 2026

ReasonX: MLLM-Guided Intrinsic Image Decomposition

IEEE/CVF International Conference on Computer Vision and Pattern Recognition (CVPR) 2026

Alara Dirik, Tuanfeng Y. Wang, Duygu Ceylan, Stefanos Zafeiriou, Anna Frühstück
  • Adobe Research icon AI & Machine Learning
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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
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Publication date: May 15, 2026

mSCoRe: A Multilingual and Scalable Benchmark for Skill-based Commonsense Reasoning

LREC 2026

Nghia Trung Ngo, Franck Dernoncourt, Thien Huu Nguyen
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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
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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
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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
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Publication date: April 25, 2026

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

ICLR 2026

Jonas Belouadi, Tamy Boubekeur, Adrien Kaiser
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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
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Publication date: April 13, 2026

SoundStager: Interactive Design of Story-Driven GenAI Soundscapes for Video

ACM Conference on Human Factors in Computing Systems (CHI 2026)

Suhyeon Yoo, Adolfo Hernandez Santisteban, Prem Seetharaman, Justin Salamon, Oriol Nieto, Anh Truong
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  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: April 13, 2026

Notational Animating: An Interactive Approach to Creating and Editing Animation Keyframes

CHI 2026

Xinyu Shi, Li-Yi Wei, Nanxuan (Cherry) Zhao, Jian Zhao, Rubaiat Habib
Best paper honorable mention
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