Ryan A. Rossi

Senior Research Scientist, AI, Adobe Research

Joined

March 2017

Names

Ryan A. Rossi (Preferred)

Ryan Rossi

Ryan Anthony Rossi

Emails

****@gmail.com (Confirmed)

****@adobe.com (Confirmed)

****@alumni.purdue.edu (Confirmed)

Personal Links

Career & Education History

Senior Research Scientist

AI, Adobe Research (adobe.com)

2017 – Present

Researcher

Palo Alto Research Center (Xerox PARC) (parc.com)

2013 – 2017

Researcher

Lawrence Livermore National Labs (llnl.gov)

2011 – 2012

Researcher

US Naval Research Lab (nrl.navy.mil)

2010 – 2011

Advisors, Relations & Conflicts

PhD Advisor

Jean-Louis Lassez

2005 – 2009

Expertise

Graph-based Machine Learning

Present

Graph Neural Networks

Present

Personalization

Present

Artificial Intelligence

Present

Recommendation

Present

Large Language Models

Present

Efficient Algorithms

Sketching

Estimation

Present

Multimodal Large Language Models

Present

Image & Video Editing and Generation

Present

Agentic AI

Present

Routing

Meta-learning

Simulation

Present

Publications

Efficient Tree-Structured Deep Research with Adaptive Resource Allocation
Lunyiu Nie, Nedim Lipka, Ryan A. Rossi, Swarat Chaudhuri
- LLA 2026 Poster
- Readers: Everyone
Drift No More? Context Equilibria in Multi-Turn LLM Interactions
Vardhan Dongre, Ryan A. Rossi, Viet Dac Lai, Seunghyun Yoon, Gokhan Tur, Dilek Hakkani-Tür, Trung Bui
- MSLD 2026 Poster
- Readers: Everyone
Efficient Tree-Structured Deep Research with Adaptive Resource Allocation
Lunyiu Nie, Nedim Lipka, Ryan A. Rossi, Swarat Chaudhuri
- ICLR 2026 AIWILD
- Readers: Everyone
``Someone Hid It!'': Query-Agnostic Black-Box Attacks on LLM-Based Retrieval
Jiate Li, Defu Cao, Li Li, Wei Yang, Yuehan Qin, Chenxiao Yu, Tiannuo Yang, Ryan A. Rossi, Yan Liu, Xiyang Hu, Yue Zhao
- ICML 2026 regular
- Readers: Everyone
A Survey on Long-Video Storytelling Generation: Architectures, Consistency, and Cinematic Quality
Mohamed Elmoghany, Ryan A. Rossi, Seunghyun Yoon, Subhojyoti Mukherjee, Eslam Abdelrahman, Puneet Mathur, Gang Wu, Viet Dac Lai, Nedim Lipka, Varun Manjunatha, Ruiyi Zhang, Chien Van Nguyen, Daksh Dangi, Abel Salinas, Mohammad Reza Taesiri, Hongjie Chen, Xiaolei Huang, Joe Barrow, Nesreen K. Ahmed, Hoda Eldardiry et al. (9 additional authors not shown)
- Proceedings of ICCV 2025, Long video foundations workshop
- Readers: Everyone
Stationarity-Aware Causal Discovery in Time Series via Minimal Separating Sets
Shanyun Gao, Raghavendra Addanki, Tong Yu, Ryan A. Rossi, Qifan Song, Murat Kocaoglu
- AISTATS 2026 Poster
- Readers: Everyone
Reasoning-Based Personalized Generation for Users with Sparse Data
Bo Ni, Branislav Kveton, Samyadeep Basu, Subhojyoti Mukherjee, Leyao Wang, Franck Dernoncourt, Sungchul Kim, Seunghyun Yoon, Zichao Wang, Ruiyi Zhang, Puneet Mathur, Jihyung Kil, Jiuxiang Gu, Nedim Lipka, Yu Wang, Ryan A. Rossi, Tyler Derr
- Submitted to ICLR 2026
- Readers: Everyone
Learning to Route LLMs from Bandit Feedback: One Policy, Many Trade-offs
Wang Wei, Tiankai Yang, Hongjie Chen, Yue Zhao, Franck Dernoncourt, Ryan A. Rossi, Hoda Eldardiry
- Submitted to ICLR 2026
- Readers: Everyone
Spinning Straw into Gold: Relabeling LLM Agent Trajectories in Hindsight for Successful Demonstrations
Zichao Li, Gang Wu, Zichao Wang, Ruiyi Zhang, Wanrong Zhu, Ryan A. Rossi, Vlad I Morariu, Jihyung Kil
- ICLR 2026 Poster
- Readers: Everyone
A Personalized Conversational Benchmark: Towards Simulating Personalized Conversations
Li Li, Peilin Cai, Ryan A. Rossi, Franck Dernoncourt, Branislav Kveton, Junda Wu, Tong Yu, Linxin Song, Tiankai Yang, Yuehan Qin, Nesreen K. Ahmed, Samyadeep Basu, Subhojyoti Mukherjee, Ruiyi Zhang, Zhengmian Hu, Bo Ni, Yuxiao Zhou, Zichao Wang, Yue Huang, Yu Wang et al. (4 additional authors not shown)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone

View all 227 publications

Co-Authors

View all 343 co-authors