| 2026 | AAAI | ASCD: Attention-Steerable Contrastive Decoding for Reducing Hallucination in MLLM. | Yujun Wang, Aniri, Jinhe Bi, Sren Pirk, Yunpu Ma |
| 2026 | AAAI | DAWN: Distributed LLM Multi-Agent Workflow Synthesis. | Guancheng Wan, Mo Zhou, Ziyi Wang, Xiaoran Shang, Eric Hanchen Jiang, Guibin Zhang, Jinhe Bi, Yunpu Ma, Zaixi Zhang, Ke Liang, Wenke Huang |
| 2026 | AAAI | OpenDriveVLA: Towards End-to-end Autonomous Driving with Large Vision Language Action Model. | Xingcheng Zhou, Xuyuan Han, Feng Yang, Yunpu Ma, Volker Tresp, Alois Knoll |
| 2026 | ACL | Mem²Evolve: Towards Self-Evolving Agents via Co-Evolutionary Capability Expansion and Experience Distillation. | Zihao Cheng, Zeming Liu, Yingyu Shan, Xinyi Wang, Xiangrong Zhu, Yunpu Ma, Hongru Wang, Yuhang Guo, Wei Lin, Yunhong Wang |
| 2026 | ACL | MINED: Probing and Updating with Multimodal Time-Sensitive Knowledge for Large Multimodal Models. | Kailin Jiang, Ning Jiang, Yuntao Du, Yuchen Ren, Yuchen Li, Yifan Gao, Jinhe Bi, Yunpu Ma, Bin Li, Lei Liu, Qing Li |
| 2026 | ACL | Self-Evolving Multi-Agent Systems via Textual Backpropagation. | Xiaowen Ma, Yunpu Ma, Chenyang Lin, Sikuan Yan, Jinhe Bi, Zixuan Cao, Yijun Tian, Volker Tresp, Hinrich Schtze |
| 2026 | ACL | Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning. | Sikuan Yan, Xiufeng Yang, Zuchao Huang, Ercong Nie, Zifeng Ding, Zonggen Li, Xiaowen Ma, Jinhe Bi, Kristian Kersting, Jeff Z. Pan, Hinrich Schtze, Volker Tresp, Yunpu Ma |
| 2026 | EACL | Parameter-Efficient Routed Fine-Tuning: Mixture-of-Experts Demands Mixture of Adaptation Modules. | Yilun Liu, Yunpu Ma, Yuetian Lu, Shuo Chen, Zifeng Ding, Volker Tresp |
| 2025 | AAAI | WebPilot: A Versatile and Autonomous Multi-Agent System for Web Task Execution with Strategic Exploration. | Yao Zhang, Zijian Ma, Yunpu Ma, Zhen Han, Yu Wu, Volker Tresp |
| 2025 | ACL | LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering. | Jinhe Bi, Yujun Wang, Haokun Chen, Xun Xiao, Artur Hecker, Volker Tresp, Yunpu Ma |
| 2025 | EMNLP | ImpliRet: Benchmarking the Implicit Fact Retrieval Challenge. | Zeinab Sadat Taghavi, Ali Modarressi, Yunpu Ma, Hinrich Schtze |
| 2025 | EMNLP | METok: Multi-Stage Event-based Token Compression for Efficient Long Video Understanding. | Mengyue Wang, Shuo Chen, Kristian Kersting, Volker Tresp, Yunpu Ma |
| 2025 | EMNLP | Language Mixing in Reasoning Language Models: Patterns, Impact, and Internal Causes. | Mingyang Wang, Lukas Lange, Heike Adel, Yunpu Ma, Jannik Strtgen, Hinrich Schtze |
| 2025 | EMNLP | Improving LLM Reasoning through Interpretable Role-Playing Steering. | Anyi Wang, Dong Shu, Yifan Wang, Yunpu Ma, Mengnan Du |
| 2025 | EMNLP | SwarmAgentic: Towards Fully Automated Agentic System Generation via Swarm Intelligence. | Yao Zhang, Chenyang Lin, Shijie Tang, Haokun Chen, Shijie Zhou, Yunpu Ma, Volker Tresp |
| 2025 | QCE | First Experience with Real-Time Control Using Simulated VQC-Based Quantum Policies. | Yize Sun, Mohamad Hagog, Marc Weber, Daniel Hein, Steffen Udluft, Yunpu Ma, Volker Tresp |
| 2025 | QCE | Learning Control with Simulated Variational Quantum Policies in a Surrogate Cart-Pole Environment. | Yize Sun, Mohamad Hagog, Marc Weber, Daniel Hein, Steffen Udluft, Yunpu Ma, Volker Tresp |
| 2024 | EMNLP | VideoINSTA: Zero-shot Long Video Understanding via Informative Spatial-Temporal Reasoning with LLMs. | Ruotong Liao, Max Erler, Huiyu Wang, Guangyao Zhai, Gengyuan Zhang, Yunpu Ma, Volker Tresp |
| 2024 | ICASSP | Differentiable Quantum Architecture Search For Job Shop Scheduling Problem. | Yize Sun, Jiarui Liu, Yunpu Ma, Volker Tresp |
| 2024 | NAACL | zrLLM: Zero-Shot Relational Learning on Temporal Knowledge Graphs with Large Language Models. | Zifeng Ding, Heling Cai, Jingpei Wu, Yunpu Ma, Ruotong Liao, Bo Xiong, Volker Tresp |
| 2024 | NAACL | GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language Models. | Ruotong Liao, Xu Jia, Yangzhe Li, Yunpu Ma, Volker Tresp |
| 2023 | GECCO | QNEAT: Natural Evolution of Variational Quantum Circuit Architecture. | Alessandro Giovagnoli, Volker Tresp, Yunpu Ma, Matthias Schubert |
| 2023 | IJCNN | Learning Meta-Representations of One-shot Relations for Temporal Knowledge Graph Link Prediction. | Zifeng Ding, Bailan He, Jingpei Wu, Yunpu Ma, Zhen Han, Volker Tresp |
| 2023 | IJCNN | Adaptive Multi-Resolution Attention with Linear Complexity. | Yao Zhang, Yunpu Ma, Thomas Seidl, Volker Tresp |
| 2023 | KSEM | Debiased Contrastive Loss for Collaborative Filtering. | Zhuang Liu, Yunpu Ma, Haoxuan Li, Marcel Hildebrandt, Yuanxin Ouyang, Zhang Xiong |
| 2023 | PAKDD | Constrained Portfolio Management Using Action Space Decomposition for Reinforcement Learning. | David Winkel, Niklas Strau, Matthias Schubert, Yunpu Ma, Thomas Seidl |
| 2023 | QCE | Differentiable Quantum Architecture Search for Quantum Reinforcement Learning. | Yize Sun, Yunpu Ma, Volker Tresp |
| 2022 | AAAI | TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge Graphs. | Yushan Liu, Yunpu Ma, Marcel Hildebrandt, Mitchell Joblin, Volker Tresp |
| 2022 | DASFAA | Open-Domain Dialogue Generation Grounded with Dynamic Multi-form Knowledge Fusion. | Feifei Xu, Shanlin Zhou, Yunpu Ma, Xinpeng Wang, Wenkai Zhang, Zhisong Li |
| 2022 | ICDM | VERIPS: Verified Pseudo-label Selection for Deep Active Learning. | Sandra Gilhuber, Philipp Jahn, Yunpu Ma, Thomas Seidl |
| 2021 | ACL | KM-BART: Knowledge Enhanced Multimodal BART for Visual Commonsense Generation. | Yiran Xing, Zai Shi, Zhao Meng, Gerhard Lakemeyer, Yunpu Ma, Roger Wattenhofer |
| 2021 | AISTATS | Causal Inference under Networked Interference and Intervention Policy Enhancement. | Yunpu Ma, Volker Tresp |
| 2021 | BMVC | 3D-RETR: End-to-End Single and Multi-View 3D Reconstruction with Transformers. | Zai Shi, Zhao Meng, Yiran Xing, Yunpu Ma, Roger Wattenhofer |
| 2021 | EMNLP | Learning Neural Ordinary Equations for Forecasting Future Links on Temporal Knowledge Graphs. | Zhen Han, Zifeng Ding, Yunpu Ma, Yujia Gu, Volker Tresp |
| 2021 | EMNLP | Time-dependent Entity Embedding is not All You Need: A Re-evaluation of Temporal Knowledge Graph Completion Models under a Unified Framework. | Zhen Han, Gengyuan Zhang, Yunpu Ma, Volker Tresp |
| 2021 | EMNLP | TimeTraveler: Reinforcement Learning for Temporal Knowledge Graph Forecasting. | Haohai Sun, Jialun Zhong, Yunpu Ma, Zhen Han, Kun He |
| 2021 | ICLR | Explainable Subgraph Reasoning for Forecasting on Temporal Knowledge Graphs. | Zhen Han, Peng Chen, Yunpu Ma, Volker Tresp |
| 2020 | AAAI | Reasoning on Knowledge Graphs with Debate Dynamics. | Marcel Hildebrandt, Jorge Andres Quintero Serna, Yunpu Ma, Martin Ringsquandl, Mitchell Joblin, Volker Tresp |
| 2020 | CIKM | Learning with Temporal Knowledge Graphs. | Yunpu Ma, Zhen Han, Volker Tresp |
| 2020 | CIKM | Controllable Multi-Character Psychology-Oriented Story Generation. | Feifei Xu, Xinpeng Wang, Yunpu Ma, Volker Tresp, Yuyi Wang, Shanlin Zhou, Haizhou Du |
| 2020 | EMNLP | DyERNIE: Dynamic Evolution of Riemannian Manifold Embeddings for Temporal Knowledge Graph Completion. | Zhen Han, Peng Chen, Yunpu Ma, Volker Tresp |
| 2018 | IJCAI | Improving Information Extraction from Images with Learned Semantic Models. | Stephan Baier, Yunpu Ma, Volker Tresp |
| 2018 | UAI | Holistic Representations for Memorization and Inference. | Yunpu Ma, Marcel Hildebrandt, Volker Tresp, Stephan Baier |
| 2017 | NeSy | Learning with Knowledge Graphs. | Volker Tresp, Yunpu Ma, Stephan Baier |