VT
Volker Tresp
cs.LGcs.AIcs.CVcs.CLstat.MLquant-phcs.CRcs.MAcs.IReess.IV
On Valency
published · living versionsW_yjtvzmg6·v1 · currentpublished
A Review of Relational Machine Learning for Knowledge Graphs
with Maximilian Nickel, Kevin Murphy, Evgeniy Gabrilovich
1 version
Preprints & journals
184 papers in the corpus · 1991–2026MAE I Trust Myself? Self-Evaluating VLA Action Generation with Markov Attention Entropy2608.16697v2 · Aniri, Chen Yilin, Jinhe Bi et al.2026 · 0 citationsarXiv
PRISM: Self-Pruning Intrinsic Selection Method for Training-Free Multimodal Data Selection2502.12119v5 · Jinhe Bi, Aniri, Zengjie Jin et al.2025 · 0 citationsarXiv
Tool Verification for Test-Time Reinforcement Learning2603.02203v2 · Ruotong Liao, Nikolai Rohrich, Xiaohan Wang et al.2026 · 0 citationsarXiv
OPD-V: Visual On-Policy Self-Distillation with Modality Balance2608.05131v2 · Aniri, Jinhe Bi, Peng Liao et al.2026 · 0 citationsarXiv
ReflectRL: Learning from Golden Negative Trajectories via Reflective-to-Direct Reasoning2608.03972v1 · Jinhe Bi, Chennan Zhou, Zengjie Jin et al.2026 · 0 citationsarXiv
MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models2607.18006v1 · Martino M. L. Pulici, Cuong Xuan Chu, Evgeny Kharlamov et al.2026 · 0 citationsarXiv
Self-Evolving Multi-Agent Systems via Textual Backpropagation2506.09046v3 · Xiaowen Ma, Yunpu Ma, Chenyang Lin et al.2025 · 1 citationarXiv
Edit the Bits, Diff the Codes: Bitwise Residual Editing for Visual Autoregressive Models2606.13558v1 · Shengqiang Zhang, Ruotong Liao, Volker Tresp et al.2026 · 0 citationsarXiv
ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward2606.11209v1 · Jingpei Wu, Xiao Han, Weixiang Shen et al.2026 · 0 citationsarXiv
Tensor Decompositions for Modeling Inverse Dynamics1711.04683v1 · Stephan Baier, Volker Tresp2017 · 3 citationsarXiv
EchoRL: Reinforcement Learning via Rollout Echoing2605.31228v1 · Jinhe Bi, Aniri, Minglai Yang et al.2026 · 0 citationsarXiv
TunerDiT: Training-free Progressive Steering of Diffusion Transformer for Multi-Event Video Generation2605.31590v1 · Ruotong Liao, Guowen Huang, Qing Cheng et al.2026 · 0 citationsarXiv
PyraVid: Hierarchical Multimodal Memory for Long-Horizon Video Reasoning2605.17065v1 · Sikuan Yan, Sicheng Dong, Haotong Wang et al.2026 · 0 citationsarXiv
WebArbiter: A Principle-Guided Reasoning Process Reward Model for Web Agents2601.21872v2 · Yao Zhang, Shijie Tang, Zeyu Li et al.2026 · 0 citationsarXiv
A Comparative Study on How Data Normalization Affects Zero-Shot Generalization in Time Series Foundation Models2512.02833v2 · Ihab Ahmed, Denis Krompa\ss, Cheng Feng et al.2025 · 0 citationsarXiv
Quantum Architecture Search with Unsupervised Representation Learning2401.11576v6 · Yize Sun, Zixin Wu, Volker Tresp et al.2024 · 2 citationsarXiv
Multi-event Video-Text Retrieval2308.11551v3 · Gengyuan Zhang, Jisen Ren, Jindong Gu et al.2023 · 20 citationsarXiv
Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning2508.19828v5 · Sikuan Yan, Xiufeng Yang, Zuchao Huang et al.2025 · 8 citationsarXiv
OpenDriveVLA: Towards End-to-end Autonomous Driving with Large Vision Language Action Model2503.23463v2 · Xingcheng Zhou, Xuyuan Han, Feng Yang et al.2025 · 26 citationsarXiv
Data sharing for responsible artificial intelligence in dentistry: a narrative review of legal frameworks and privacy-preserving techniques.40998104 · Brinz, Janet, Eslamiamirabadi, Negin, Salamati, Ali et al.2025 · 16 citationsJournal of dentistry. 2025;163:106130
AUVIC: Adversarial Unlearning of Visual Concepts for Multi-modal Large Language Models2511.11299v1 · Haokun Chen, Jianing Li, Yao Zhang et al.2025 · 0 citationsarXiv
Improving Perturbation-based Explanations by Understanding the Role of Uncertainty Calibration2511.10439v1 · Thomas Decker, Volker Tresp, Florian Buettner2025 · 0 citationsarXiv
When and Where do Events Switch in Multi-Event Video Generation?2510.03049v1 · Ruotong Liao, Guowen Huang, Qing Cheng et al.2025 · 0 citationsarXiv
METok: Multi-Stage Event-based Token Compression for Efficient Long Video Understanding2506.02850v2 · Mengyue Wang, Shuo Chen, Kristian Kersting et al.2025 · 2 citationsarXiv
First Experience with Real-Time Control Using Simulated VQC-Based Quantum Policies2508.01690v2 · Yize Sun, Mohamad Hagog, Marc Weber et al.2025 · 0 citationsarXiv
True Multimodal In-Context Learning Needs Attention to the Visual Context2507.15807v2 · Shuo Chen, Jianzhe Liu, Zhen Han et al.2025 · 0 citationsarXiv
SA-DQAS: Self-attention Enhanced Differentiable Quantum Architecture Search2406.08882v3 · Yize Sun, Jiarui Liu, Zixin Wu et al.2024 · 0 citationsarXiv
Parameter-Efficient Routed Fine-Tuning: Mixture-of-Experts Demands Mixture of Adaptation Modules2508.02587v1 · Yilun Liu, Yunpu Ma, Yuetian Lu et al.2025 · 0 citationsarXiv
FocalPO: Enhancing Preference Optimizing by Focusing on Correct Preference Rankings2501.06645v3 · Tong Liu, Xiao Yu, Wenxuan Zhou et al.2025 · 0 citationsarXiv
Supposedly Equivalent Facts That Aren't? Entity Frequency in Pre-training Induces Asymmetry in LLMs2503.22362v2 · Yuan He, Bailan He, Zifeng Ding et al.2025 · 0 citationsarXiv
Why Uncertainty Calibration Matters for Reliable Perturbation-based Explanations2506.19630v1 · Thomas Decker, Volker Tresp, Florian Buettner2025 · 0 citationsarXiv
FedNano: Toward Lightweight Federated Tuning for Pretrained Multimodal Large Language Models2506.14824v1 · Yao Zhang, Hewei Gao, Haokun Chen et al.2025 · 0 citationsarXiv
SwarmAgentic: Towards Fully Automated Agentic System Generation via Swarm Intelligence2506.15672v1 · Yao Zhang, Chenyang Lin, Shijie Tang et al.2025 · 2 citationsarXiv
Multimodal Pragmatic Jailbreak on Text-to-image Models2409.19149v2 · Tong Liu, Zhixin Lai, Jiawen Wang et al.2024 · 1 citationarXiv
CoT-Kinetics: A Theoretical Modeling Assessing LRM Reasoning Process2505.13408v1 · Jinhe Bi, Danqi Yan, Yifan Wang et al.2025 · 0 citationsarXiv
Incremental Uncertainty-aware Performance Monitoring with Active Labeling Intervention2505.07023v1 · Alexander Koebler, Thomas Decker, Ingo Thon et al.2025 · 0 citationsProceedings of the 28th International Conference on Artificial Intelligence and Statistics (AISTATS) 2025, PMLR 258
Wiki-TabNER: Integrating Named Entity Recognition into Wikipedia Tables2403.04577v2 · Aneta Koleva, Martin Ringsquandl, Ahmed Hatem et al.2024 · 1 citationarXiv
FedBiP: Heterogeneous One-Shot Federated Learning with Personalized Latent Diffusion Models2410.04810v2 · Haokun Chen, Hang Li, Yao Zhang et al.2024 · 14 citationsarXiv
LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering2412.12359v2 · Jinhe Bi, Yujun Wang, Haokun Chen et al.2024 · 11 citationsarXiv
How the (Tensor-) Brain uses Embeddings and Embodiment to Encode Senses and Symbols2409.12846v2 · Volker Tresp, Hang Li2024 · 0 citationsarXiv
Red Teaming GPT-4V: Are GPT-4V Safe Against Uni/Multi-Modal Jailbreak Attacks?2404.03411v2 · Shuo Chen, Zhen Han, Bailan He et al.2024 · 0 citationsarXiv
Can Multimodal Large Language Models Truly Perform Multimodal In-Context Learning?2311.18021v2 · Shuo Chen, Zhen Han, Bailan He et al.2023 · 8 citationsarXiv
Localizing Events in Videos with Multimodal Queries2406.10079v3 · Gengyuan Zhang, Mang Ling Ada Fok, Jialu Ma et al.2024 · 0 citationsarXiv
PERFT: Parameter-Efficient Routed Fine-Tuning for Mixture-of-Expert Model2411.08212v1 · Yilun Liu, Yunpu Ma, Shuo Chen et al.2024 · 0 citationsarXiv
Visual Question Decomposition on Multimodal Large Language Models2409.19339v2 · Haowei Zhang, Jianzhe Liu, Zhen Han et al.2024 · 3 citationsarXiv
VideoINSTA: Zero-shot Long Video Understanding via Informative Spatial-Temporal Reasoning with LLMs2409.20365v2 · Ruotong Liao, Max Erler, Huiyu Wang et al.2024 · 11 citationsarXiv
Temporal Fact Reasoning over Hyper-Relational Knowledge Graphs2307.10219v3 · Zifeng Ding, Jingcheng Wu, Jingpei Wu et al.2023 · 1 citationarXiv
Stop Reasoning! When Multimodal LLM with Chain-of-Thought Reasoning Meets Adversarial Image2402.14899v3 · Zefeng Wang, Zhen Han, Shuo Chen et al.2024 · 0 citationsarXiv
WebPilot: A Versatile and Autonomous Multi-Agent System for Web Task Execution with Strategic Exploration2408.15978v1 · Yao Zhang, Zijian Ma, Yunpu Ma et al.2024 · 16 citationsarXiv
Explanatory Model Monitoring to Understand the Effects of Feature Shifts on Performance2408.13648v1 · Thomas Decker, Alexander Koebler, Michael Lebacher et al.2024 · 1 citationarXiv
Career total: 477 works. 184 are in this corpus.Showing the 50 most recent.
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