Computation, Information and Technology

Publikationen

Publikationen pro Jahr 1962 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025

• 11076 Konferenzbeitrag
• 8123 Artikel
• 1052 Konferenzartikel
• 579 Leitartikel
• 1547 Mehr
  • 512 Kapitel
  • 474 Papier
  • 228 Übersichtsartikel
  • 144 Kommentar/Debatte
  • 49 Buch
  • 32 Vorwort/Nachwort
  • 23 Dissertation
  • 22 Software
  • 20 Brief
  • 18 Kurzer Abriss
  • 17 Masterarbeit
  • 7 Poster
  • 1 Sonstiger Beitrag

Publikationen pro Jahr

Publikationen pro Jahr

Suchergebnisse

• 2025

  Adaptable Distributed Vision System for Robot Manipulation Tasks

  Pavlic, M. & Burschka, D., 2025, in: Proceedings of the International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications. 2, S. 651-658 8 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Robot 100%
  • Vision Systems 100%
  • 3d Reconstruction 100%
  • Distributed Vision Networks 100%
  • Scene Understanding 50%

• Asynchronous Distributed Gaussian Process Regression

  Yang, Z., Dai, X. & Hirche, S., 11 Apr. 2025, in: Proceedings of the AAAI Conference on Artificial Intelligence. 39, 21, S. 22065-22073 9 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Learning Problem 100%
  • Bayesian Learning 100%
  • Prediction Accuracy 100%
  • Regression Task 100%
  • Evaluation Criterion 100%
  1 Zitat (Scopus)

• Benchmarking Quantum Reinforcement Learning

  Kruse, G., Coelho, R., Rosskopf, A., Wille, R. & Lorenz, J. M., 2025, in: International Conference on Agents and Artificial Intelligence. 1, S. 773-782 10 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Shedding 100%
  • Free Energy 100%
  • Quantum Theory 100%
  • Reinforcement Learning 100%
  • Electronic Circuit 100%

• Beyond Monotonicity: On the Convergence of Learning Algorithms in Standard Auction Games

  Bichler, M., Lunowa, S. B., Oberlechner, M., Pieroth, F. R. & Wohlmuth, B., 11 Apr. 2025, in: Proceedings of the AAAI Conference on Artificial Intelligence. 39, 13, S. 13649-13657 9 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Variational Inequality 100%
  • Auction 100%
  • Equilibrium Problem 66%
  • Price 42%
  • Bayesian 33%

• Continuous Quantum Reinforcement Learning for Robot Navigation

  Drăgan, T. A., Künzner, A., Wille, R. & Lorenz, J. M., 2025, in: International Conference on Agents and Artificial Intelligence. 1, S. 807-814 8 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Robot Navigation 100%
  • Quantum Reinforcement Learning 100%
  • Qubit 100%
  • Quantum Circuit 100%
  • Reinforcement Learning 100%

• Lexical Substitution is not Synonym Substitution: On the Importance of Producing Contextually Relevant Word Substitutes

  Vladika, J., Meisenbacher, S. & Matthes, F., 2025, in: International Conference on Agents and Artificial Intelligence. 3, S. 1481-1488 8 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Task Performance 100%
  • Contextual Information 100%
  • Surrounding Context 100%
  • Quantitative Evaluation 100%
  • Pre-Trained Language Models 100%

• Markov Process-Based Graph Convolutional Networks for Entity Classification in Knowledge Graphs

  Mäkelburg, J., Peng, Y., Alam, M., Weller, T. & Acosta, M., 2025, in: International Conference on Agents and Artificial Intelligence. 2, S. 429-440 12 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Geometric Distribution 100%
  • Evidential Learning 50%

• NEMt: Fast Targeted Explanations for Medical Image Models via Neural Explanation Masks

  Møller, B., Amiri, S., Igel, C., Wickstrøm, K. K., Jenssen, R., Keicher, M., Azampour, M. F., Navab, N. & Ibragimov, B., 2025, in: Proceedings of Machine Learning Research. 265, S. 184-192 9 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Image Model 100%
  • Medical Image 100%
  • Target Labels 100%
  • Explainable Artificial Intelligence 100%
  • Artificial Intelligence 100%

• VLP-KAN: Low-Complexity and Interpretable RSS-Based VLP Using Kolmogorov-Arnold Networks

  Seguel, F., Salihu, D., Hägele, S. & Steinbach, E., 2025, in: Annual Conference on Wireless On-demand Network Systems and Services, WONS. 2025

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Received Signal Strength 100%
  • Visible Spectrum 100%
  • Multilayer Perceptron 50%
  • Perceptron 50%
  • Machine Learning 25%

• Weak Strategyproofness in Randomized Social Choice

  Brandt, F. & Lederer, P., 11 Apr. 2025, in: Proceedings of the AAAI Conference on Artificial Intelligence. 39, 13, S. 13667-13674 8 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Strategy-proofness 100%
  • Randomized Social Choice 100%
  • Social Welfare Function 100%
  • Utility Function 100%
  • Social Decision Schemes 55%

• When Can We Approximate Wide Contrastive Models with Neural Tangent Kernels and Principal Component Analysis?

  Anil, G. G., Esser, P. & Ghoshdastidar, D., 11 Apr. 2025, in: Proceedings of the AAAI Conference on Artificial Intelligence. 39, 15, S. 15399-15407 9 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Principal Components 100%
  • Component Analysis 100%
  • Contrastive Learning 40%
  • Kernel Method 40%
  • Contrastive Loss 40%

• Zero-Shot Open-Vocabulary OOD Object Detection and Grounding using Vision Language Models

  Sinhamahapatra, P., Bose, S., Roscher, K. & Günnemann, S., 2025, in: Proceedings of Machine Learning Research. 265, S. 230-238 9 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Object Detection 100%
  • Zero-shot 100%
  • Vision-language Models 100%
  • Open-vocabulary 100%
  • Object Grounding 100%
• 2024

  3D Cellular Automata-Based Model of Bacterial Biofilm Formation with Developed Surface Spreading Mechanism

  Maslovskaya, A. G., Sarukhanian, S. K. & Kuttler, C., 2024, in: EPiC Series in Computing. 104, S. 193-208 16 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Inoculation 100%
  • Developable Surface 100%
  • Spreading Mechanism 100%
  • Surface Spreading 100%
  • 3D Cellular Automata 100%

• An Image is Worth 32 Tokens for Reconstruction and Generation

  Yu, Q., Weber, M., Deng, X., Shen, X., Cremers, D. & Chen, L. C., 2024, in: Advances in Neural Information Processing Systems. 37

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Token 100%
  • Transformer-based 100%
  • Tokenizer 100%
  • Reconstruction 100%
  • Facilitated Diffusion 100%
  2 Zitate (Scopus)

• APEBench: A Benchmark for Autoregressive Neural Emulators of PDEs

  Koehler, F., Niedermayr, S., Westermann, R. & Thuerey, N., 2024, in: Advances in Neural Information Processing Systems. 37

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Emulator 100%
  • PDE 100%
  • Neural Emulator 100%
  • Mathematical Method 100%
  • Spectral Method 100%
  1 Zitat (Scopus)

• ARCH-COMP24 Category Report: Artificial Intelligence and Neural Network Control System(AINNCS) for Continuous and Hybrid Systems Plants

  Lopez, D. M., Althoff, M., Benet, L., Blab, C., Forets, M., Jia, Y., Johnson, T. T., Kranzl, M., Ladner, T., Linauer, L., Neubauer, P., Neubauer, S. A., Schilling, C., Zhang, H. & Zhong, X., 2024, in: EPiC Series in Computing. 103, S. 64-121 58 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Artificial Neural Network 100%
  • Hybrid System 100%
  • Continuous-time Systems 100%
  • Artificial Intelligence Network 100%
  • Neural Network Control Systems 100%

• ARCH-COMP24 Category Report: Continuous and Hybrid Systems with Linear Continuous Dynamics

  Althoff, M., Forets, M., Schilling, C. & Wetzlinger, M., 2024, in: EPiC Series in Computing. 103, S. 15-38 24 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Hybrid System 100%
  • Continuous-time Systems 100%
  • Continuous Dynamics 100%
  • Formal Verification 100%
  • Benchmark Problem 100%

• ARCH-COMP24 Category Report: Continuous and Hybrid Systems with Nonlinear Dynamics

  Geretti, L., Sandretto, J. A. D., Althoff, M., Benet, L., Collins, P., Forets, M., Mitsch, S., Schilling, C., Tillet, J. & Wetzlinger, M., 2024, in: EPiC Series in Computing. 103, S. 39-63 25 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Nonlinear Dynamics 100%
  • Hybrid System 100%
  • Continuous-time Systems 100%
  • Reachability Analysis 100%
  • Formal Verification 100%
  1 Zitat (Scopus)

• Are Graph Neural Networks Optimal Approximation Algorithms?

  Yau, M., Karalias, N., Lu, E., Xu, J. & Jegelka, S., 2024, in: Advances in Neural Information Processing Systems. 37

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Graph Neural Network 100%
  • Optimal Approximation 100%
  • Approximation Algorithms 100%
  • Neural Network Architecture 66%
  • Combinatorial Optimization Problem 66%

• A Semi-Automatic Light-Weight Approach Towards Data Generation for a Domain-Specific FAQ Chatbot Using Human-in-the-Loop

  Afzal, A., Xiang, T. & Matthes, F., 2024, in: International Conference on Agents and Artificial Intelligence. 3, S. 42-49 8 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Training Data 100%
  • Human-in-the-loop 100%
  • Semi-automatic 100%
  • Chatbot 100%
  • Lightweight Methods 100%
  1 Zitat (Scopus)

• A Theoretical Understanding of Self-Correction through In-context Alignment

  Wang, Y., Wu, Y., Wei, Z., Jegelka, S. & Wang, Y., 2024, in: Advances in Neural Information Processing Systems. 37

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Self-correction 100%
  • In-context 100%
  • Theoretical Understanding 100%
  • Self-Correction 100%
  • Large Language Models 50%
  1 Zitat (Scopus)

• A Universal Class of Sharpness-Aware Minimization Algorithms

  Tahmasebi, B., Soleymani, A., Bahri, D., Jegelka, S. & Jaillet, P., 2024, in: Proceedings of Machine Learning Research. 235, S. 47418-47440 23 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Minimization Algorithm 100%
  • Universal Classes 100%
  • Sharpness Evaluation 100%
  • Sharpness-aware Minimization 100%
  • Objective Function 100%

• Balance Reward and Safety Optimization for Safe Reinforcement Learning: A Perspective of Gradient Manipulation

  Gu, S., Sel, B., Ding, Y., Wang, L., Lin, Q., Jin, M. & Knoll, A., 25 März 2024, in: Proceedings of the AAAI Conference on Artificial Intelligence. 38, 19, S. 21099-21106 8 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Safe Reinforcement Learning 100%
  • Safety Optimization 100%
  • Reinforcement Learning 100%
  • MuJoCo 66%
  • Reinforcement Learning Algorithm 33%
  6 Zitate (Scopus)

• Beyond the Calibration Point: Mechanism Comparison in Differential Privacy

  Kaissis, G., Kolek, S., Balle, B., Hayes, J. & Rueckert, D., 2024, in: Proceedings of Machine Learning Research. 235, S. 22840-22860 21 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Differential Privacy 100%
  • Differentially Private 100%
  • Calibration Point 100%
  • Point Mechanisms 100%
  • Mechanism Comparison 100%

• Boosting Self-Supervision for Single-View Scene Completion via Knowledge Distillation

  Han, K., Muhle, D., Wimbauer, F. & Cremers, D., 2024, in: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. S. 9837-9847 11 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Knowledge Distillation 100%
  • Image Completion 100%
  • Single View 100%
  • Self-supervision 100%
  • Computervision 100%
  2 Zitate (Scopus)

• Bridging the Gap between Data Lakes and RDBMSs Efficient Query Processing with Parquet

  Rey, A. & Neumann, T., 2024, in: CEUR Workshop Proceedings. 3651

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Bridging the Gap 100%
  • Database Management Systems 100%
  • Parquet 100%
  • Relational Database Management System (RDBMS) 100%
  • Efficient Query Processing 100%

• causalAssembly: Generating Realistic Production Data for Benchmarking Causal Discovery

  Göbler, K., Windisch, T., Drton, M., Pychynski, T., Sonntag, S. & Roth, M., 2024, in: Proceedings of Machine Learning Research. 236, S. 609-642 34 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Production Data 100%
  • Causal Discovery 100%
  • Benchmarking 100%
  • Assembly Line 100%
  • Data Quality 100%
  5 Zitate (Scopus)

• Causal Effect Identification in LiNGAM Models with Latent Confounders

  Tramontano, D., Kivva, Y., Salehkaleybar, S., Drton, M. & Kiyavash, N., 2024, in: Proceedings of Machine Learning Research. 235, S. 48468-48493 26 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Causal Effect 100%
  • Latent Confounders 100%
  • Linear non-Gaussian Acyclic Model (LiNGAM) 100%
  • Gaussian Distribution 100%
  • Confounders 100%

• Coherent 3D Scene Diffusion From a Single RGB Image

  Dahnert, M., Dai, A., Müller, N. & Nießner, M., 2024, in: Advances in Neural Information Processing Systems. 37

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • 3D Scene 100%
  • Single RGB Image 100%
  • RGB Image 100%
  • 3d Scenes 100%
  • 3D Reconstruction 66%

• Collaborative Semantic Occupancy Prediction with Hybrid Feature Fusion in Connected Automated Vehicles

  Song, R., Liang, C., Cao, H., Yan, Z., Zimmer, W., Gross, M., Festag, A. & Knoll, A., 2024, in: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. S. 17996-18006 11 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Occupancy Prediction 100%
  • Connected Automated Vehicles 100%
  • Hybrid Feature Fusion 100%
  • Feature Fusion 100%
  • Occupancy 60%
  10 Zitate (Scopus)

• Comparing Lazy Constraint Selection Strategies in Train Routing with Moving Block Control

  Engels, S. & Wille, R., 2024, in: Annals of Computer Science and Intelligence Systems. 2024, S. 585-590 6 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Constraint Selection 100%
  • Selection Strategy 100%
  • Moving Block 100%
  • Block Control 100%
  • Train Routing 100%

• Confounded Budgeted Causal Bandits

  Jamshidi, F., Etesami, J. & Kiyavash, N., 2024, in: Proceedings of Machine Learning Research. 236, S. 423-461 39 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Causal Graph 100%
  • Causal Bandit 100%
  • Side Information 100%
  • Budget Constraint 100%
  • State of the Art 100%
  2 Zitate (Scopus)

• DataComp-LM: In search of the next generation of training sets for language models

  Li, J., Fang, A., Smyrnis, G., Ivgi, M., Jordan, M., Gadre, S., Bansal, H., Guha, E., Keh, S., Arora, K., Garg, S., Xin, R., Muennighoff, N., Heckel, R., Mercat, J., Chen, M., Gururangan, S., Wortsman, M., Albalak, A. & Bitton, Y. &39 mehr, Nezhurina, M., Abbas, A., Hsieh, C. Y., Ghosh, D., Gardner, J., Kilian, M., Zhang, H., Shao, R., Pratt, S., Sanyal, S., Ilharco, G., Daras, G., Marathe, K., Gokaslan, A., Zhang, J., Chandu, K., Nguyen, T., Vasiljevic, I., Kakade, S., Song, S., Sanghavi, S., Faghri, F., Oh, S., Zettlemoyer, L., Lo, K., El-Nouby, A., Pouransari, H., Toshev, A., Wang, S., Groeneveld, D., Soldaini, L., Koh, P. W., Jitsev, J., Kollar, T., Dimakis, A. G., Carmon, Y., Dave, A., Schmidt, L. & Shankar, V., 2024, in: Advances in Neural Information Processing Systems. 37

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Training Set 100%
  • Language Model 100%
  • Language Modeling 100%
  • Token 16%
  • Data Curation 16%
  1 Zitat (Scopus)

• DiffusionAvatars: Deferred Diffusion for High-fidelity 3D Head Avatars

  Kirschstein, T., Giebenhain, S. & Niebner, M., 2024, in: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. S. 5481-5492 12 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Head Model 100%
  • 3D Head 100%
  • Spatial Feature 100%
  • Surface Detail 100%
  • Facial Expression 100%
  2 Zitate (Scopus)

• Diffusion-based Curriculum Reinforcement Learning

  Sayar, E., Iacca, G., Oguz, O. S. & Knoll, A., 2024, in: Advances in Neural Information Processing Systems. 37

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Reinforcement Learning 100%
  • Diffusion-based 100%
  • Domain Knowledge 100%
  • Reinforcement Learning Algorithm 50%
  • Diffusion Model 50%

• Diversifying Knowledge Enhancement of Biomedical Language Models Using Adapter Modules and Knowledge Graphs

  Vladika, J., Fichtl, A. & Matthes, F., 2024, in: International Conference on Agents and Artificial Intelligence. 2, S. 376-387 12 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Knowledge Graph 100%
  • Language Model 100%
  • Pre-trained Language Model 100%
  • Knowledge Enhancement 100%
  • Adapter Module 100%
  1 Zitat (Scopus)

• DPHMs: Diffusion Parametric Head Models for Depth-Based Tracking

  Tang, J., Dai, A., Nie, Y., Markhasin, L., Thies, J. & Niebner, M., 2024, in: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. S. 1111-1122 12 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Head Model 100%
  • Depth-based Tracking 100%
  • Tracking Method 100%
  • Noisy Observation 100%
  • Facial Expression 100%
  2 Zitate (Scopus)

• DrivAerNet++: A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks

  Elrefaie, M., Morar, F., Dai, A. & Ahmed, F., 2024, in: Advances in Neural Information Processing Systems. 37

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Computational Fluid Dynamics Simulation 100%
  • Simulation-based Learning 100%
  • Deep Learning Benchmarks 100%
  • Computational Fluid Dynamics 100%
  • Deep Learning Method 100%
  1 Zitat (Scopus)

• Dual Likelihood for Causal Inference under Structure Uncertainty

  Strieder, D. & Drton, M., 2024, in: Proceedings of Machine Learning Research. 236, S. 1-17 17 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Causal Inference 100%
  • Causal Structure 100%
  • Structure Uncertainty 100%
  • Solution and Solubility 100%
  • Complex System 100%
  2 Zitate (Scopus)

• Dynamic LiDAR Re-simulation using Compositional Neural Fields

  Wu, H., Zuo, X., Leutenegger, S., Litany, O., Schindler, K. & Huang, S., 2024, in: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. S. 19988-19998 11 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • LiDAR 100%
  • Re-simulation 100%
  • Neural Fields 100%
  • Dynamic Environment 100%
  • Object Position 100%
  3 Zitate (Scopus)

• Efficient Adversarial Training in LLMs with Continuous Attacks

  Xhonneux, S., Sordoni, A., Günnemann, S., Gidel, G. & Schwinn, L., 2024, in: Advances in Neural Information Processing Systems. 37

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Adversarial Training 100%
  • Large Language Models 100%
  • Continuous Attack 100%
  • Adversarial Machine Learning 100%
  • Large Language Model 100%

• Efficient Validation of SHACL Shapes with Reasoning

  Ke, J., Zacouris, Z. & Acosta, M., 2024, in: Proceedings of the VLDB Endowment. 17, 11, S. 3589-3601 13 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Shapes Constraint Language 100%
  • Constraint Language 100%
  • Knowledge Graph 37%
  • Language Validation 37%
  • Validation Report 25%
  1 Zitat (Scopus)

• Enabling Users’ Control on Recommender Systems for Short Videos: A Design Proposal for the Implementation of the Requirements of the Digital Services Act

  Fabbri, M., Jia, J. & Woerndl, W., 2024, in: CEUR Workshop Proceedings. 3908

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • User Control 100%
  • Recommender Systems 100%
  • Short Video 100%
  • Design Proposal 100%
  • Digital Services Act 100%

• Energy-based Epistemic Uncertainty for Graph Neural Networks

  Fuchsgruber, D., Wollschläger, T. & Günnemann, S., 2024, in: Advances in Neural Information Processing Systems. 37

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Energy-based 100%
  • Graph Neural Network 100%
  • Epistemic Uncertainty 100%
  • Neural Network 100%
  • Energy Model 50%
  1 Zitat (Scopus)

• Enhancing Efficiency of Safe Reinforcement Learning via Sample Manipulation

  Gu, S., Shi, L., Ding, Y., Knoll, A., Spanos, C., Wierman, A. & Jin, M., 2024, in: Advances in Neural Information Processing Systems. 37

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Enhanced Efficiency 100%
  • Safe Reinforcement Learning 100%
  • Sample Manipulation 100%
  • Safety Policy 100%
  • Reinforcement Learning 100%
  1 Zitat (Scopus)

• Enhancing Hypergradients Estimation: A Study of Preconditioning and Reparameterization

  Ye, Z., Peyré, G., Cremers, D. & Ablin, P., 2024, in: Proceedings of Machine Learning Research. 238, S. 955-963 9 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Reparameterization 100%
  • Implicit Function Theorem 100%
  • Hypergradient 100%
  • Hyperparameter Tuning 66%
  • Machine Learning 33%
  1 Zitat (Scopus)

• Evaluating Large Language Models in Semantic Parsing for Conversational Question Answering over Knowledge Graphs

  Schneider, P., Klettner, M., Jokinen, K., Simperl, E. & Matthes, F., 2024, in: International Conference on Agents and Artificial Intelligence. 3, S. 807-814 8 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Semantic Parsing 100%
  • Large Language Models 100%
  • Knowledge Graph Question Answering 100%
  • Conversational Question Answering 100%
  • Parsing 100%
  3 Zitate (Scopus)

• Excluding the Irrelevant: Focusing Reinforcement Learning through Continuous Action Masking

  Stolz, R., Krasowski, H., Thumm, J., Eichelbeck, M., Gassert, P. & Althoff, M., 2024, in: Advances in Neural Information Processing Systems. 37

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Reinforcement Learning 100%
  • Continuous Action 100%
  • Action Masking 100%
  • Action Space 50%
  • Training Effectiveness 50%
  1 Zitat (Scopus)

• Expected Probabilistic Hierarchies

  Kollovieh, M., Charpentier, B., Zügner, D. & Günnemann, S., 2024, in: Advances in Neural Information Processing Systems. 37

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Probabilistic Model 100%
  • Hierarchical Clustering 100%
  • Divergence 50%
  • Sampling Approach 50%
  • Gradient Descent 50%

• Exponent Relaxation of Polynomial Zonotopes and Its Applications in Formal Neural Network Verification

  Ladner, T. & Althoff, M., 25 März 2024, in: Proceedings of the AAAI Conference on Artificial Intelligence. 38, 19, S. 21304-21311 8 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Neural Network Verification 100%
  • Polynomial Zonotopes 100%
  • Neural Network 100%
  • Tight 40%
  • Approximation Error 20%
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