PPaperPicks

Volker Tresp

Ludwig Maximilian University of Munich, Germany

30 papers at tracked venues · 17 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0001-9428-3686 ↗Google Scholar ↗Homepage ↗

Venues

AAAI ×5ACL ×5EMNLP ×5CVPR ×3WACV ×3NAACL ×2AISTATS ×1EACL ×1ECCV ×1ICML ×1NeurIPS ×1SIGIR ×1SIGKDD ×1

Frequent coauthors

Jindong Gu
×12
Yunpu Ma
×11
Haokun Chen
×7
Yao Zhang
×6
Gengyuan Zhang
×6
Jinhe Bi
×5
Shuo Chen
×5
Philip Torr
×5
Zifeng Ding
×4
Denis Krompass
×4
Thomas Decker
×4
Florian Buettner
×4

Papers

  1. AUVIC: Adversarial Unlearning of Visual Concepts for Multi-modal Large Language Models
    AAAI 2026 ·
    Haokun Chen
    ,
    Jianing Li
    ,
    Yao Zhang
    ,
    Jinhe Bi
    ,
    Yan Xia
    ,
    Jindong Gu
    , Volker Tresp
  2. Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning
    ACL 2026 ·
    Sikuan Yan
    ,
    Xiufeng Yang
    ,
    Zuchao Huang
    ,
    Ercong Nie
    ,
    Zifeng Ding
    ,
    Zonggen Li
    ,
    Xiaowen Ma
    ,
    Jinhe Bi
    ,
    Kristian Kersting
    ,
    Jeff Z. Pan
    ,
    Hinrich Schütze
    , Volker Tresp,
    Yunpu Ma
  3. OpenDriveVLA: Towards End-to-end Autonomous Driving with Large Vision Language Action Model
    AAAI 2026 ·
    Xingcheng Zhou
    ,
    Xuyuan Han
    ,
    Feng Yang
    ,
    Yunpu Ma
    , Volker Tresp,
    Alois Knoll
  4. Parameter-Efficient Routed Fine-Tuning: Mixture-of-Experts Demands Mixture of Adaptation Modules
    EACL 2026 ·
    Yilun Liu
    ,
    Yunpu Ma
    ,
    Yuetian Lu
    ,
    Shuo Chen
    ,
    Zifeng Ding
    , Volker Tresp
  5. Self-Evolving Multi-Agent Systems via Textual Backpropagation
    ACL 2026 ·
    Xiaowen Ma
    ,
    Yunpu Ma
    ,
    Chenyang Lin
    ,
    Sikuan Yan
    ,
    Jinhe Bi
    ,
    Zixuan Cao
    ,
    Yijun Tian
    , Volker Tresp,
    Hinrich Schütze
  6. CL-Cross VQA: A Continual Learning Benchmark for Cross-Domain Visual Question Answering
    WACV 2025 ·
    Yao Zhang
    ,
    Haokun Chen
    ,
    Ahmed Frikha
    ,
    Denis Krompass
    ,
    Gengyuan Zhang
    ,
    Jindong Gu
    , Volker Tresp
  7. Can Multimodal Large Language Models Truly Perform Multimodal In-Context Learning?
    WACV 2025 ·
    Shuo Chen
    ,
    Zhen Han
    ,
    Bailan He
    ,
    Jianzhe Liu
    ,
    Mark Buckley
    ,
    Yao Qin
    ,
    Philip Torr
    , Volker Tresp,
    Jindong Gu
  8. FedBiP: Heterogeneous One-Shot Federated Learning with Personalized Latent Diffusion Models
    CVPR 2025 ·
    Haokun Chen
    ,
    Hang Li
    ,
    Yao Zhang
    ,
    Jinhe Bi
    ,
    Gengyuan Zhang
    ,
    Yueqi Zhang
    ,
    Philip Torr
    ,
    Jindong Gu
    ,
    Denis Krompass
    , Volker Tresp
  9. FedPop: Federated Population-based Hyperparameter Tuning
    AAAI 2025 ·
    Haokun Chen
    ,
    Denis Krompaß
    ,
    Jindong Gu
    , Volker Tresp
  10. FocalPO: Enhancing Preference Optimizing by Focusing on Correct Preference Rankings
    ACL 2025 ·
    Tong Liu
    ,
    Xiao Yu
    ,
    Wenxuan Zhou
    ,
    Jindong Gu
    , Volker Tresp
  11. Improving Perturbation-based Explanations by Understanding the Role of Uncertainty Calibration
    NeurIPS 2025 ·
    Thomas Decker
    , Volker Tresp,
    Florian Buettner
  12. Incremental Uncertainty-aware Performance Monitoring with Active Labeling Intervention
    AISTATS 2025 ·
    Alexander Koebler
    ,
    Thomas Decker
    ,
    Ingo Thon
    , Volker Tresp,
    Florian Buettner
  13. LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering
    ACL 2025 ·
    Jinhe Bi
    ,
    Yujun Wang
    ,
    Haokun Chen
    ,
    Xun Xiao
    ,
    Artur Hecker
    , Volker Tresp,
    Yunpu Ma
  14. Localizing Events in Videos with Multimodal Queries
    CVPR 2025 ·
    Gengyuan Zhang
    ,
    Mang Ling Ada Fok
    ,
    Jialu Ma
    ,
    Yan Xia
    ,
    Daniel Cremers
    ,
    Philip Torr
    , Volker Tresp,
    Jindong Gu
  15. METok: Multi-Stage Event-based Token Compression for Efficient Long Video Understanding
    EMNLP 2025 ·
    Mengyue Wang
    ,
    Shuo Chen
    ,
    Kristian Kersting
    , Volker Tresp,
    Yunpu Ma
  16. Multimodal Pragmatic Jailbreak on Text-to-image Models
    ACL 2025 ·
    Tong Liu
    ,
    Zhixin Lai
    ,
    Jiawen Wang
    ,
    Gengyuan Zhang
    ,
    Shuo Chen
    ,
    Philip Torr
    ,
    Vera Demberg
    , Volker Tresp,
    Jindong Gu
  17. Perceive. Query & Reason: Enhancing Video QA with Question-Guided Temporal Queries
    WACV 2025 ·
    Roberto Amoroso
    ,
    Gengyuan Zhang
    ,
    Rajat Koner
    ,
    Lorenzo Baraldi
    ,
    Rita Cucchiara
    , Volker Tresp
  18. SwarmAgentic: Towards Fully Automated Agentic System Generation via Swarm Intelligence
    EMNLP 2025 ·
    Yao Zhang
    ,
    Chenyang Lin
    ,
    Shijie Tang
    ,
    Haokun Chen
    ,
    Shijie Zhou
    ,
    Yunpu Ma
    , Volker Tresp
  19. WebPilot: A Versatile and Autonomous Multi-Agent System for Web Task Execution with Strategic Exploration
    AAAI 2025 ·
    Yao Zhang
    ,
    Zijian Ma
    ,
    Yunpu Ma
    ,
    Zhen Han
    ,
    Yu Wu
    , Volker Tresp
  20. Wiki-TabNER: Integrating Named Entity Recognition into Wikipedia Tables
    SIGIR 2025 ·
    Aneta Koleva
    ,
    Martin Ringsquandl
    ,
    Ahmed Hatem
    ,
    Thomas A. Runkler
    , Volker Tresp
  21. Explanatory Model Monitoring to Understand the Effects of Feature Shifts on Performance
    SIGKDD 2024 ·
    Thomas Decker
    ,
    Alexander Koebler
    ,
    Michael Lebacher
    ,
    Ingo Thon
    , Volker Tresp,
    Florian Buettner
  22. FedDAT: An Approach for Foundation Model Finetuning in Multi-Modal Heterogeneous Federated Learning
    AAAI 2024 ·
    Haokun Chen
    ,
    Yao Zhang
    ,
    Denis Krompass
    ,
    Jindong Gu
    , Volker Tresp
  23. GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language Models
    NAACL 2024 ·
    Ruotong Liao
    ,
    Xu Jia
    ,
    Yangzhe Li
    ,
    Yunpu Ma
    , Volker Tresp
  24. LookupViT: Compressing Visual Information to a Limited Number of Tokens
    ECCV 2024 ·
    Rajat Koner
    ,
    Gagan Jain
    ,
    Prateek Jain
    , Volker Tresp,
    Sujoy Paul
  25. Provably Better Explanations with Optimized Aggregation of Feature Attributions
    ICML 2024 ·
    Thomas Decker
    ,
    Ananta R. Bhattarai
    ,
    Jindong Gu
    , Volker Tresp,
    Florian Buettner
  26. Self-Discovering Interpretable Diffusion Latent Directions for Responsible Text-to-Image Generation
    CVPR 2024 ·
    Hang Li
    ,
    Chengzhi Shen
    ,
    Philip Torr
    , Volker Tresp,
    Jindong Gu
  27. Temporal Fact Reasoning over Hyper-Relational Knowledge Graphs
    EMNLP 2024 ·
    Zifeng Ding
    ,
    Jingcheng Wu
    ,
    Jingpei Wu
    ,
    Yan Xia
    ,
    Bo Xiong
    , Volker Tresp
  28. VideoINSTA: Zero-shot Long Video Understanding via Informative Spatial-Temporal Reasoning with LLMs
    EMNLP 2024 ·
    Ruotong Liao
    ,
    Max Erler
    ,
    Huiyu Wang
    ,
    Guangyao Zhai
    ,
    Gengyuan Zhang
    ,
    Yunpu Ma
    , Volker Tresp
  29. Visual Question Decomposition on Multimodal Large Language Models
    EMNLP 2024 ·
    Haowei Zhang
    ,
    Jianzhe Liu
    ,
    Zhen Han
    ,
    Shuo Chen
    ,
    Bailan He
    , Volker Tresp,
    Zhiqiang Xu
    ,
    Jindong Gu
  30. zrLLM: Zero-Shot Relational Learning on Temporal Knowledge Graphs with Large Language Models
    NAACL 2024 ·
    Zifeng Ding
    ,
    Heling Cai
    ,
    Jingpei Wu
    ,
    Yunpu Ma
    ,
    Ruotong Liao
    ,
    Bo Xiong
    , Volker Tresp