Publications

Publication date: December 1, 2026

RigIt: Precise Interactive Articulation of Objects in Images

ACM SIGGRAPH Conference and Exhibition on Computer Graphics and Interactive Techniques in Asia (SIGGRAPH Asia 2026).

Ayan Kashyap, Aishwarya Agarwal, Deepti Ghadiyaram, Vineet Gandhi, Agarwal
  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: November 10, 2026

Iterative Critique-Refine Framework for Enhancing LLM Personalization

AACL-IJCNLP 2026

Durga Prasad Maram, Dhruvin Gandhi, Zonghai Yao, Gayathri Akkinapalli, Franck Dernoncourt, Yu Wang, Ryan A. Rossi, Nesreen K. Ahmed
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: November 10, 2026

Reasoning-Based Personalized Generation for Sparse Users

AACL-IJCNLP 2026

Bo Ni, Branislav Kveton, Samyadeep Basu, Subhojyoti Mukherjee, Leyao Wang, Franck Dernoncourt, Sungchul Kim, David Seunghyun Yoon, Jack Wang, Ruiyi Zhang, Puneet Mathur, Jihyung Kil, Jiuxiang Gu, Nedim Lipka, Yu Wang, Ryan A. Rossi, Tyler Derr
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: November 10, 2026

Hallucinate at the Last in Long Response Generation: A Case Study on Long Document Summarization

AACL-IJCNLP 2026

Joonho_Yang, David Seunghyun Yoon, Hwan Chang, Byeongjeong Kim, Hwanhee Lee
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Natural Language Processing

Publication date: November 6, 2026

SPECI: Fine-grained Evaluation of Specificity for Image Captioning

AACL-IJCNLP

Son Luu, Hiep Nguyen, Trung Bui, Viet Lai, Le-Minh Nguyen
  • Adobe Research icon Natural Language Processing

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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Content Intelligence
  • Adobe Research icon Data Intelligence
  • Adobe Research icon Human Computer Interaction
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: October 29, 2026

Trust but Verify: Introducing DAVinCI – A Framework for Dual Attribution and Verification in Claim Inference for Language Models

EMNLP 2026 GroundLM Workshop

Vipula Rawte, Ryan A. Rossi, Franck Dernoncourt, Nedim Lipka
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: October 19, 2026

Code-Switching Reveals Language Anchoring in Multilingual LLMs

EMNLP 2026 Findings

Jeonghyun Park, David Seunghyun Yoon, Yonghyun Jun, Hwanhee Lee
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing

Publication date: October 19, 2026

CHARM: Character Hallucination for Multicultural Role Play Benchmark

EMNLP 2026 Findings

Sunkyung_Han, Nahyeon Park, Gaeun Seo, David Seunghyun Yoon, JinYeong Bak
  • Adobe Research icon Document Intelligence
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon 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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video
  • Adobe Research icon Natural Language Processing

Publication date: September 8, 2026

RefDiT: Local Attribute Guidance in Reference-Based Image Generation

ECCV 2026

Rameshwar Mishra, Srikrishna Karanam, A V Subramanyam
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video

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
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Intelligent Agents & Assistants
  • Adobe Research icon Natural Language Processing
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