Publications

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
  • Adobe Research icon AI & Machine Learning
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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
  • Adobe Research icon AI & Machine Learning
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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
  • Adobe Research icon AI & Machine Learning
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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
  • Adobe Research icon AI & Machine Learning
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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
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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
  • Adobe Research icon AI & Machine Learning
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Publication date: May 4, 2026

Multi-Domain Audio Question Answering Benchmark Toward Acoustic Content Reasoning

International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2026)

Chao-Han Huck Yang, Sreyan Ghosh, Jaeyeon Kim, Hengyi Hong, Sonal Kumar, Guirui Zhong, Zhifeng Kong, S Sakshi, Vaibhavi Lokegaonkar, Oriol Nieto, Ramani Duraiswami, Dinesh Manocha, Gunhee Kim, Jun Du, Rafael Valle, Bryan Catanzaro
  • Adobe Research icon Audio
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Publication date: May 4, 2026

AudioCards: Structured Metadata Improves Audio Language Models For Sound Design

International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2026)

Sripathi Sridhar, Prem Seetharaman, Oriol Nieto, Mark Cartwright, Justin Salamon
  • Adobe Research icon Audio
  • 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
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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
  • Adobe Research icon AI & Machine Learning
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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
  • Adobe Research icon AI & Machine Learning
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  • Adobe Research icon Graphics (2D & 3D)
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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
  • Adobe Research icon AI & Machine Learning
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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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Audio
  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: April 13, 2026

MoSound: An Interactive Tool for Generative Sound Design in Motion Graphics

CHI 2026

Jialin Huang, Prem Seetharaman, Tim Langlois, Li-Yi Wei, Rubaiat Habib, Yotam Gingold
Best paper honorable mention
  • Adobe Research icon AI & Machine Learning
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  • Adobe Research icon Graphics (2D & 3D)
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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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Graphics (2D & 3D)
  • Adobe Research icon Human Computer Interaction

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
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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
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