PPaperPicks

Franck Dernoncourt

Adobe Research, Seattle, WA, USA

46 papers at tracked venues · 25 at CORE A* · active 2024–2026

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Venues

ACL ×11EMNLP ×8NAACL ×6EACL ×3WWW ×3AAAI ×2CVPR ×2ICLR ×2ICML ×2SIGIR ×2ECIR ×1ICCV ×1InterSpeech ×1WACV ×1WSDM ×1

Frequent coauthors

Ryan A. Rossi
×29
Puneet Mathur
×15
Nedim Lipka
×15
Seunghyun Yoon
×14
Trung Bui
×13
Thien Huu Nguyen
×11
Tong Yu
×10
Ruiyi Zhang
×9
Yu Wang
×8
Sungchul Kim
×8
Viet Dac Lai
×8
Nesreen K. Ahmed
×7

Papers

  1. 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 F. Siu
    ,
    Zichao Wang
    ,
    Seunghyun Yoon
    ,
    Nedim Lipka
    ,
    Namyong Park
    ,
    Zihao Lin
    ,
    Trung Bui
    ,
    Yue Zhao
    ,
    Tyler Derr
    ,
    Ryan A. Rossi
  2. Can Large Language Models Keep Up? Benchmarking Online Adaptation to Continual Knowledge Streams
    ACL 2026 ·
    Jiyeon Kim
    ,
    Hyunji Lee
    ,
    Dylan Zhou
    ,
    Sue Hyun Park
    ,
    Seunghyun Yoon
    ,
    Trung Bui
    , Franck Dernoncourt,
    Sungmin Cha
    ,
    Minjoon Seo
  3. Explainable Disentangled Representation Learning for Generalizable Authorship Attribution in the Era of Generative AI
    ACL 2026 ·
    Hieu Man
    ,
    Van-Cuong Pham
    ,
    Nghia Trung Ngo
    , Franck Dernoncourt,
    Thien Huu Nguyen
  4. Instruction Tuning with and without Context: Behavioral Shifts and Downstream Impact
    EACL 2026 ·
    Hyunji Lee
    ,
    Seunghyun Yoon
    ,
    Yunjae Won
    ,
    Hanseok Oh
    ,
    Geewook Kim
    ,
    Trung Bui
    , Franck Dernoncourt,
    Elias Stengel-Eskin
    ,
    Mohit Bansal
    ,
    Minjoon Seo
  5. Knowledge Homophily in Large Language Models
    WSDM 2026 ·
    Utkarsh Sahu
    ,
    Zhisheng Qi
    ,
    Mahantesh Halappanavar
    ,
    Nedim Lipka
    ,
    Ryan A. Rossi
    , Franck Dernoncourt,
    Yu Zhang
    ,
    Yao Ma
    ,
    Yu Wang
  6. 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
  7. 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
  8. Skill Discovery for Software Scripting Automation via Offline Simulations with LLMs
    EACL 2026 ·
    Paiheng Xu
    ,
    Gang Wu
    ,
    Xiang Chen
    ,
    Tong Yu
    ,
    Chang Xiao
    , Franck Dernoncourt,
    Tianyi Zhou
    ,
    Wei Ai
    ,
    Viswanathan (Vishy) Swaminathan
  9. Structured Uncertainty guided Clarification for LLM Agents
    ACL 2026 ·
    Manan Suri
    ,
    Puneet Mathur
    ,
    Nedim Lipka
    , Franck Dernoncourt,
    Ryan A. Rossi
    ,
    Dinesh Manocha
  10. Test-Time Strategies for More Efficient and Accurate Agentic RAG
    ACL 2026 ·
    Abhinav Sharma
    ,
    Brian Zhang
    ,
    Deepti Guntur
    ,
    Zhiyang Zuo
    ,
    Shreyas Chaudhari
    ,
    Wenlong Zhao
    , Franck Dernoncourt,
    Puneet Mathur
    ,
    Ryan Anthony Rossi
    ,
    Nedim Lipka
  11. Understanding Generative AI Capabilities in Everyday Image Editing Tasks
    WACV 2026 ·
    Brandon Collins
    ,
    Mohammad Reza Taesiri
    ,
    Logan Bolton
    ,
    Viet Dac Lai
    , Franck Dernoncourt,
    Trung Bui
    ,
    Anh Totti Nguyen
  12. VipAct: Visual-Perception Enhancement via Specialized VLM Agent Collaboration and Tool-use
    AAAI 2026 ·
    Zhehao Zhang
    ,
    Ryan A. Rossi
    ,
    Tong Yu
    , Franck Dernoncourt,
    Ruiyi Zhang
    ,
    Jiuxiang Gu
    ,
    Sungchul Kim
    ,
    Xiang Chen
    ,
    Zichao Wang
    ,
    Nedim Lipka
  13. A Large-scale Training Paradigm for Graph Generative Models
    ICLR 2025 ·
    Yu Wang
    ,
    Ryan A. Rossi
    ,
    Namyong Park
    ,
    Huiyuan Chen
    ,
    Nesreen K. Ahmed
    ,
    Puja Trivedi
    , Franck Dernoncourt,
    Danai Koutra
    ,
    Tyler Derr
  14. A Survey on Long-Video Storytelling Generation: Architectures, Consistency, and Cinematic Quality
    ICCV 2025 ·
    Mohamed Elmoghany
    ,
    Ryan A. Rossi
    ,
    Seunghyun Yoon
    ,
    Subhojyoti Mukherjee
    ,
    Eslam Mohamed Bakr
    ,
    Puneet Mathur
    ,
    Gang Wu
    ,
    Viet Dac Lai
    ,
    Nedim Lipka
    ,
    Ruiyi Zhang
    ,
    Varun Manjunatha
    ,
    Chien Nguyen
    ,
    Daksh Dangi
    ,
    Abel Salinas
    ,
    Hongjie Chen
    ,
    Xiaolei Huang
    ,
    Joe Barrow
    ,
    Nesreen K. Ahmed
    ,
    Hoda Eldardiry
    ,
    Namyong Park
    ,
    Yu Wang
    ,
    Zhengzhong Tu
    ,
    Thien Huu Nguyen
    ,
    Dinesh Manocha
    ,
    Mohamed Elhoseiny
    , Franck Dernoncourt
  15. CORG: Generating Answers from Complex, Interrelated Contexts
    NAACL 2025 ·
    Hyunji Lee
    , Franck Dernoncourt,
    Trung Bui
    ,
    Seunghyun Yoon
  16. ChartCitor: Answer Citations for ChartQA via Multi-Agent LLM Retrieval
    WWW 2025 ·
    Kanika Goswami
    ,
    Puneet Mathur
    ,
    Ryan A. Rossi
    , Franck Dernoncourt
  17. ChartLens: Fine-grained Visual Attribution in Charts
    ACL 2025 ·
    Manan Suri
    ,
    Puneet Mathur
    ,
    Nedim Lipka
    , Franck Dernoncourt,
    Ryan A. Rossi
    ,
    Dinesh Manocha
  18. Demystifying the Power of Large Language Models in Graph Generation
    NAACL 2025 ·
    Yu Wang
    ,
    Ryan A. Rossi
    ,
    Namyong Park
    ,
    Nesreen K. Ahmed
    ,
    Danai Koutra
    , Franck Dernoncourt,
    Tyler Derr
  19. Follow the Flow: Fine-grained Flowchart Attribution with Neurosymbolic Agents
    EMNLP 2025 ·
    Manan Suri
    ,
    Puneet Mathur
    ,
    Nedim Lipka
    , Franck Dernoncourt,
    Ryan A. Rossi
    ,
    Vivek Gupta
    ,
    Dinesh Manocha
  20. 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
    ,
    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 J. McAuley
  21. GUI Agents: A Survey
    ACL 2025 ·
    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 Dac Lai
    ,
    Zhouhang Xie
    ,
    Sungchul Kim
    ,
    Ruiyi Zhang
    ,
    Tong Yu
    ,
    Md. Mehrab Tanjim
    ,
    Nesreen K. Ahmed
    ,
    Puneet Mathur
    ,
    Seunghyun Yoon
    ,
    Lina Yao
    ,
    Branislav Kveton
    ,
    Jihyung Kil
    ,
    Thien Huu Nguyen
    ,
    Trung Bui
    ,
    Tianyi Zhou
    ,
    Ryan A. Rossi
    , Franck Dernoncourt
  22. LUSIFER: Language Universal Space Integration for Enhanced Representation in Multilingual Text Embedding Models
    SIGIR 2025 ·
    Hieu Man
    ,
    Nghia Trung Ngo
    ,
    Viet Dac Lai
    ,
    Ryan A. Rossi
    , Franck Dernoncourt,
    Thien Huu Nguyen
  23. LaMP-Cap: Personalized Figure Caption Generation With Multimodal Figure Profiles
    EMNLP 2025 ·
    Ho Yin Sam Ng
    ,
    Edward Hsu
    ,
    Aashish Anantha Ramakrishnan
    ,
    Branislav Kveton
    ,
    Nedim Lipka
    , Franck Dernoncourt,
    Dongwon Lee
    ,
    Tong Yu
    ,
    Sungchul Kim
    ,
    Ryan A. Rossi
    ,
    Ting-Hao 'Kenneth' Huang
  24. Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases
    ACL 2025 ·
    Yongjia Lei
    ,
    Haoyu Han
    ,
    Ryan A. Rossi
    , Franck Dernoncourt,
    Nedim Lipka
    ,
    Mahantesh M. Halappanavar
    ,
    Jiliang Tang
    ,
    Yu Wang
  25. MoDS: Moderating a Mixture of Document Speakers to Summarize Debatable Queries in Document Collections
    NAACL 2025 ·
    Nishant Balepur
    ,
    Alexa F. Siu
    ,
    Nedim Lipka
    , Franck Dernoncourt,
    Tong Sun
    ,
    Jordan Lee Boyd-Graber
    ,
    Puneet Mathur
  26. NoLiMa: Long-Context Evaluation Beyond Literal Matching
    ICML 2025 ·
    Ali Modarressi
    ,
    Hanieh Deilamsalehy
    , Franck Dernoncourt,
    Trung Bui
    ,
    Ryan A. Rossi
    ,
    Seunghyun Yoon
    ,
    Hinrich Schütze
  27. Personalizing Data Delivery: Investigating User Characteristics and Enhancing LLM Predictions
    WWW 2025 ·
    Reuben Luera
    ,
    Ryan A. Rossi
    , Franck Dernoncourt,
    Alexa F. Siu
    ,
    Sungchul Kim
    ,
    Tong Yu
    ,
    Ruiyi Zhang
    ,
    Xiang Chen
    ,
    Nedim Lipka
    ,
    Zhehao Zhang
    ,
    Seon Gyeom Kim
    ,
    Tak Yeon Lee
  28. PlotEdit: Natural Language-Driven Accessible Chart Editing in PDFs via Multimodal LLM Agents
    ECIR 2025 ·
    Kanika Goswami
    ,
    Puneet Mathur
    ,
    Ryan A. Rossi
    , Franck Dernoncourt
  29. PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Retrieval Feedback
    WWW 2025 ·
    Kanika Goswami
    ,
    Puneet Mathur
    ,
    Ryan A. Rossi
    , Franck Dernoncourt
  30. SV-RAG: LoRA-Contextualizing Adaptation of MLLMs for Long Document Understanding
    ICLR 2025 ·
    Jian Chen
    ,
    Ruiyi Zhang
    ,
    Yufan Zhou
    ,
    Tong Yu
    , Franck Dernoncourt,
    Jiuxiang Gu
    ,
    Ryan A. Rossi
    ,
    Changyou Chen
    ,
    Tong Sun
  31. Self-Debiasing Large Language Models: Zero-Shot Recognition and Reduction of Stereotypes
    NAACL 2025 ·
    Isabel O. Gallegos
    ,
    Ryan Aponte
    ,
    Ryan A. Rossi
    ,
    Joe Barrow
    ,
    Md. Mehrab Tanjim
    ,
    Tong Yu
    ,
    Hanieh Deilamsalehy
    ,
    Ruiyi Zhang
    ,
    Sungchul Kim
    , Franck Dernoncourt,
    Nedim Lipka
    ,
    Deonna M. Owens
    ,
    Jiuxiang Gu
  32. SlimLM: An Efficient Small Language Model for On-Device Document Assistance
    ACL 2025 ·
    Thang M. Pham
    ,
    Phat T. Nguyen
    ,
    Seunghyun Yoon
    ,
    Viet Dac Lai
    , Franck Dernoncourt,
    Trung Bui
  33. The Photographer's Eye: Teaching Multimodal Large Language Models to See, and Critique Like Photographers
    CVPR 2025 ·
    Daiqing Qi
    ,
    Handong Zhao
    ,
    Jing Shi
    ,
    Simon Jenni
    ,
    Yifei Fan
    , Franck Dernoncourt,
    Scott Cohen
    ,
    Sheng Li
  34. VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation
    NAACL 2025 ·
    Manan Suri
    ,
    Puneet Mathur
    , Franck Dernoncourt,
    Kanika Goswami
    ,
    Ryan A. Rossi
    ,
    Dinesh Manocha
  35. An Analysis of Multilingual FActScore
    EMNLP 2024 ·
    Vu Trong Kim
    ,
    Michael Krumdick
    ,
    Varshini Reddy
    , Franck Dernoncourt,
    Viet Dac Lai
  36. DocEdit-v2: Document Structure Editing Via Multimodal LLM Grounding
    EMNLP 2024 ·
    Manan Suri
    ,
    Puneet Mathur
    , Franck Dernoncourt,
    Rajiv Jain
    ,
    Vlad I. Morariu
    ,
    Ramit Sawhney
    ,
    Preslav Nakov
    ,
    Dinesh Manocha
  37. Editing Partially Observable Networks via Graph Diffusion Models
    ICML 2024 ·
    Puja Trivedi
    ,
    Ryan A. Rossi
    ,
    David Arbour
    ,
    Tong Yu
    , Franck Dernoncourt,
    Sungchul Kim
    ,
    Nedim Lipka
    ,
    Namyong Park
    ,
    Nesreen K. Ahmed
    ,
    Danai Koutra
  38. Identifying Speakers in Dialogue Transcripts: A Text-based Approach Using Pretrained Language Models
    InterSpeech 2024 ·
    Minh Nguyen
    , Franck Dernoncourt,
    Seunghyun Yoon
    ,
    Hanieh Deilamsalehy
    ,
    Hao Tan
    ,
    Ryan A. Rossi
    ,
    Quan Hung Tran
    ,
    Trung Bui
    ,
    Thien Huu Nguyen
  39. MCECR: A Novel Dataset for Multilingual Cross-Document Event Coreference Resolution
    NAACL 2024 ·
    Amir Pouran Ben Veyseh
    ,
    Viet Dac Lai
    ,
    Chien Nguyen
    , Franck Dernoncourt,
    Thien Huu Nguyen
  40. Mastering Context-to-Label Representation Transformation for Event Causality Identification with Diffusion Models
    AAAI 2024 ·
    Hieu Man
    , Franck Dernoncourt,
    Thien Huu Nguyen
  41. Multilingual Meta-Distillation Alignment for Semantic Retrieval
    SIGIR 2024 ·
    Meryem M'hamdi
    ,
    Jonathan May
    , Franck Dernoncourt,
    Trung Bui
    ,
    Seunghyun Yoon
  42. PDFTriage: Question Answering over Long, Structured Documents
    EMNLP 2024 ·
    Jon Saad-Falcon
    ,
    Joe Barrow
    ,
    Alexa F. Siu
    ,
    Ani Nenkova
    ,
    Seunghyun Yoon
    ,
    Ryan A. Rossi
    , Franck Dernoncourt
  43. Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing: EMNLP 2024 - Industry Track, Miami, Florida, USA, November 12-16, 2024
    EMNLP 2024 · Franck Dernoncourt,
    Daniel Preotiuc-Pietro
    ,
    Anastasia Shimorina
  44. Scaling Up Video Summarization Pretraining with Large Language Models
    CVPR 2024 ·
    Dawit Mureja Argaw
    ,
    Seunghyun Yoon
    ,
    Fabian Caba Heilbron
    ,
    Hanieh Deilamsalehy
    ,
    Trung Bui
    ,
    Zhaowen Wang
    , Franck Dernoncourt,
    Joon Son Chung
  45. Towards Enhancing Coherence in Extractive Summarization: Dataset and Experiments with LLMs
    EMNLP 2024 ·
    Mihir Parmar
    ,
    Hanieh Deilamsalehy
    , Franck Dernoncourt,
    Seunghyun Yoon
    ,
    Ryan A. Rossi
    ,
    Trung Bui
  46. ULLME: A Unified Framework for Large Language Model Embeddings with Generation-Augmented Learning
    EMNLP 2024 ·
    Hieu Man
    ,
    Nghia Trung Ngo
    , Franck Dernoncourt,
    Thien Huu Nguyen