Publications

Publication date: October 13, 2025

Learning to Upsample and Upmix Audio in the Latent Domain

IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA 2025)

Dimitrios Bralios, Paris Smaragdis, Jonah Casebeer
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Audio

Publication date: October 9, 2025

DynaSaur: Large Language Agents Beyond Predefined Actions

COLM 2025

Dang Nguyen, Viet Dac Lai, David Seunghyun Yoon, Ryan A. Rossi, Handong Zhao, Ruiyi Zhang, Puneet Mathur, Nedim Lipka, Yu Wang, Trung Bui, Franck Dernoncourt, Tianyi Zhou
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: September 27, 2025

Survey on User Interface Design and Interactions for Generative AI Applications

Foundations and Trends in Human-Computer Interaction

Reuben Luera, Ryan A. Rossi, Alexa Siu, Franck Dernoncourt, Tong Yu, Sungchul Kim, Ruiyi Zhang, Xiang Chen, Hanieh Salehy, Nedim Lipka, Samyadeep Basu, Puneet Mathur, Jian Zhao
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Human Computer Interaction
  • Adobe Research icon Intelligent Agents & Assistants

Publication date: September 10, 2025

A Framework for Fine-Tuning LLMs using Heterogeneous Feedback

RANLP 2025

Ryan Aponte, Ryan A. Rossi, Shunan Guo, Franck Dernoncourt, Tong Yu, Xiang Chen, Subrata Mitra, Nedim Lipka
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Natural Language Processing

Publication date: September 10, 2025

Multi-LLM Debiasing Framework

RANLP 2025

Deonna M. Owens, Ryan A. Rossi, Sungchul Kim, Tong Yu, Franck Dernoncourt, Xiang Chen, Ruiyi Zhang, Jiuxiang Gu, Hanieh Deilamsalehy, Nedim Lipka
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Natural Language Processing

Publication date: September 10, 2025

A Survey on Small Language Models

RANLP 2025

Chien Van Nguyen, Xuan Shen, Ryan Aponte, Yu Xia, Samyadeep Basu, Zhengmian Hu, Jian Chen, Mihir Parmar, Sasidhar Kunapuli, Joe Barrow, Junda Wu, Ashish Singh, Yu Wang, Jiuxiang Gu, Nesreen K. Ahmed, Nedim Lipka, Ruiyi Zhang, Xiang Chen, Tong Yu, Sungchul Kim, Hanieh Deilamsalehy, Namyong Park, Michael Rimer, Zhehao Zhang, Huanrui Yang, Puneet Mathur, Gang Wu, Franck Dernoncourt, Ryan A. Rossi, Thien Huu Nguyen
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Natural Language Processing

Publication date: September 10, 2025

FigCaps-HF: A Figure-to-Caption Generative Framework and Benchmark with Human Feedback

RANLP 2025

Ashish Singh, Ashutosh Singh, Prateek Agarwal, Zixuan Huang, Arpita Singh, Tong Yu, Sungchul Kim, Victor Bursztyn, Nesreen K. Ahmed, Puneet Mathur, Erik Learned-Miller, Franck Dernoncourt, Ryan A. Rossi
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Natural Language Processing

Publication date: September 10, 2025

Multi-LLM Text Summarization

RANLP 2025

Jiangnan Fang, Cheng-Tse Liu, Jieun Kim, Yash Bhedaru, Ethan Liu, Nikhil Singh, Nedim Lipka, Puneet Mathur, Nesreen K. Ahmed, Franck Dernoncourt, Ryan A. Rossi, Hanieh Deilamsalehy
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Natural Language Processing

Publication date: September 1, 2025

MAD-Sherlock: Multi-Agent Debate for Visual Misinformation Detection

ICML Workshop on Collaborative and Federated Agentic Workflows (CFAgentic)

Kumud Lakara, Georgia Channing, Christian Rupprecht, Juil Sock, Phil Torr, John Collomosse, Christian Schroeder de Witt
Best paper award
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Content Intelligence

Publication date: August 31, 2025

Re-Bottleneck: Latent Re-Structuring for Neural Audio Autoencoders

IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2025)

Dimitrios Bralios, Jonah Casebeer, Paris Smaragdis
Best Paper
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Audio

Publication date: August 11, 2025

MonetGPT: Solving Puzzles Enhances MLLMs’ Image Retouching Skills

SIGGRAPH 2025

Niladri Dutt, Duygu Ceylan, Niloy J. Mitra
Journal paper
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Graphics (2D & 3D)

Publication date: August 11, 2025

StreamME: Simplify 3D Gaussian Avatar within Live Stream

SIGGRAPH 2025

Luchuan Song, Yang Zhou, Zhan Xu, Yi Zhou, Deepali Aneja, Chenliang Xu
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Graphics (2D & 3D)

Publication date: August 10, 2025

MotionCanvas: Cinematic Shot Design with Controllable Image-to-Video Generation

SIGGRAPH 2025

Jinbo Xing, Long Mai, Cusuh Ham, Aniruddha Mahapatra, Chi-Wing Fu, Tien-Tsin Wong, Feng Liu
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: August 10, 2025

RigAnything: Template-Free Autoregressive Rigging for Diverse 3D Assets

ACM Transactions on Graphics (SIGGRAPH 2025)

Isabella Liu, Zhan Xu, Yifan Wang, Hao Tan, Zexiang Xu, Xiaolong Wang, Hao Su, Zifan Shi
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Graphics (2D & 3D)

Publication date: August 10, 2025

Motion Inversion for Video Customization

SIGGRAPH 2025

Luozhou Wang, Ziyang Mai, Guibao Shen, Yixun Liang, Xin Tao, Pengfei Wan, Di Zhang, Yijun Li, Ying-Cong Chen
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: August 1, 2025

ChartLens: Fine-grained Visual Attribution in Charts

ACL 2025

Manan Suri, Puneet Mathur, Nedim Lipka, Franck Dernoncourt, Ryan A. Rossi, Dinesh Manocha
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Natural Language Processing

Publication date: August 1, 2025

From Selection to Generation: A Survey of LLM-based Active Learning

ACL 2025

Yu Xia, Subhojyoti Mukherjee, Zhouhang Xie, Junda Wu, Xintong Li, Ryan Aponte, Hanjia Lyu, Joe Barrow, Hongjie Chen, Franck Dernoncourt, Branislav Kveton, Tong Yu, Ruiyi Zhang, Jiuxiang Gu, Nesreen K. Ahmed, Yu Wang, Xiang Chen, Hanieh Deilamsalehy, Sungchul Kim, Zhengmian Hu, Yue Zhao, Nedim Lipka, David Seunghyun Yoon, Ting-Hao Kenneth Huang, Zichao Wang, Puneet Mathur, Soumyabrata Pal, Koyel Mukherjee, Zhehao Zhang, Namyong Park, Thien Huu Nguyen, Jiebo Luo, Ryan A. Rossi, Julian McAuley
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Natural Language Processing

Publication date: August 1, 2025

Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases

ACL 2025 Findings

Yongjia Lei, Haoyu Han, Ryan A. Rossi, Franck Dernoncourt, Nedim Lipka, Mahantesh M Halappanavar, Jiliang Tang, Yu Wang
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Natural Language Processing

Publication date: August 1, 2025

Click, Type, Repeat: A Comprehensive Survey on GUI Agents

ACL 2025 Findings

Dang Nguyen, Jian Chen, Yu Wang, Gang Wu, Namyong Park, Zhengmian Hu, Hanjia Lyu, Junda Wu, Ryan Aponte, Yu Xia, Xintong Li, Jing Shi, Hongjie Chen, Viet Lai, Zhouhang Xie, Sungchul Kim, Ruiyi Zhang, Tong Yu, Mehrab Tanjim, Nesreen K. Ahmed, Puneet Mathur, David Seunghyun Yoon, Lina Yao, Branislav Kveton, Jihyung Kil, Thien Huu Nguyen, Trung Bui, Tianyi Zhou, Ryan A. Rossi, Franck Dernoncourt
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: August 1, 2025

Hypothetical Documents or Knowledge Leakage? Rethinking LLM-based Query Expansion

ACL 2025 Findings

Yejun Yoon, Jaeyoon Jung, David Seunghyun Yoon, Kunwoo Park
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Natural Language Processing
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