| 2024 | IROS | To Help or Not to Help: LLM-based Attentive Support for Human-Robot Group Interactions. | Daniel Tanneberg, Felix Ocker, Stephan Hasler, Joerg Deigmoeller, Anna Belardinelli, Chao Wang, Heiko Wersing, Bernhard Sendhoff, Michael Gienger |
| 2023 | GECCO | A Novel Generalized Metaheuristic Framework for Dynamic Capacitated Arc Routing Problems. | Hao Tong, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao |
| 2022 | CEC | Benchmarking Dynamic Capacitated Arc Routing Algorithms Using Real-World Traffic Simulation. | Hao Tong, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao |
| 2022 | GECCO | What makes the dynamic capacitated Arc routing problem hard to solve: insights from fitness landscape analysis. | Hao Tong, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao |
| 2022 | IJCNN | Spatio-Temporal Activity Recognition for Evolutionary Search Behavior Prediction. | Stephen Friess, Peter Tino, Stefan Menzel, Zhao Xu, Bernhard Sendhoff, Xin Yao |
| 2022 | IJCNN | Split-AE: An Autoencoder-based Disentanglement Framework for 3D Shape-to-shape Feature Transfer. | Sneha Saha, Leandro L. Minku, Xin Yao, Bernhard Sendhoff, Stefan Menzel |
| 2022 | PPSN | A Systematic Approach to Analyze the Computational Cost of Robustness in Model-Assisted Robust Optimization. | Sibghat Ullah, Hao Wang, Stefan Menzel, Bernhard Sendhoff, Thomas Bck |
| 2021 | CEC | Exploiting Local Geometric Features in Vehicle Design Optimization with 3D Point Cloud Autoencoders. | Thiago Rios, Bas van Stein, Patricia Wollstadt, Thomas Bck, Bernhard Sendhoff, Stefan Menzel |
| 2021 | CEC | Exploiting Linear Interpolation of Variational Autoencoders for Satisfying Preferences in Evolutionary Design Optimization. | Sneha Saha, Leandro L. Minku, Xin Yao, Bernhard Sendhoff, Stefan Menzel |
| 2021 | DSAA | Improved Automated CASH Optimization with Tree Parzen Estimators for Class Imbalance Problems. | Duc Anh Nguyen, Jiawen Kong, Hao Wang, Stefan Menzel, Bernhard Sendhoff, Anna V. Kononova, Thomas Bck |
| 2021 | GECCO | A hybrid local search framework for the dynamic capacitated arc routing problem. | Hao Tong, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao |
| 2021 | GECCO | A new acquisition function for robust Bayesian optimization of unconstrained problems. | Sibghat Ullah, Hao Wang, Stefan Menzel, Bernhard Sendhoff, Thomas Bck |
| 2021 | IJCNN | Artificial Neural Networks as Feature Extractors in Continuous Evolutionary Optimization. | Stephen Friess, Peter Tio, Zhao Xu, Stefan Menzel, Bernhard Sendhoff, Xin Yao |
| 2020 | CEC | Representing Experience in Continuous Evolutionary optimisation through Problem-tailored Search Operators. | Stephen Friess, Peter Tio, Stefan Menzel, Bernhard Sendhoff, Xin Yao |
| 2020 | CEC | Computational Study on Effectiveness of Knowledge Transfer in Dynamic Multi-objective Optimization. | Gan Ruan, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao |
| 2020 | IJCNN | Feature Visualization for 3D Point Cloud Autoencoders. | Thiago Rios, Bas van Stein, Stefan Menzel, Thomas Bck, Bernhard Sendhoff, Patricia Wollstadt |
| 2020 | IJCNN | Exploring Clinical Time Series Forecasting with Meta-Features in Variational Recurrent Models. | Ullah Ullah, Zhao Xu, Hao Wang, Stefan Menzel, Bernhard Sendhoff, Thomas Bck |
| 2020 | PPSN | Improving Sampling in Evolution Strategies Through Mixture-Based Distributions Built from Past Problem Instances. | Stephen Friess, Peter Tio, Stefan Menzel, Bernhard Sendhoff, Xin Yao |
| 2020 | PPSN | Towards Novel Meta-heuristic Algorithms for Dynamic Capacitated Arc Routing Problems. | Hao Tong, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao |
| 2019 | ICDM | Learning Time-Series Data of Industrial Design Optimization using Recurrent Neural Networks. | Sneha Saha, Thiago Rios, Stefan Menzel, Bernhard Sendhoff, Thomas Bck, Xin Yao, Zhao Xu, Patricia Wollstadt |
| 2014 | CEC | What are dynamic optimization problems? | Haobo Fu, Peter R. Lewis, Bernhard Sendhoff, Ke Tang, Xin Yao |
| 2013 | GECCO | Novelty and interestingness measures for design-space exploration. | Edgar Reehuis, Markus Olhofer, Michael Emmerich, Bernhard Sendhoff, Thomas Bck |
| 2013 | IDEAL | Learning-Guided Exploration in Airfoil Optimization. | Edgar Reehuis, Markus Olhofer, Bernhard Sendhoff, Thomas Bck |
| 2012 | CEC | Characterizing environmental changes in Robust Optimization Over Time. | Haobo Fu, Bernhard Sendhoff, Ke Tang, Xin Yao |
| 2012 | CEC | Multi co-objective evolutionary optimization: Cross surrogate augmentation for computationally expensive problems. | Minh Nghia Le, Yew-Soon Ong, Stefan Menzel, Chun-Wei Seah, Bernhard Sendhoff |
| 2012 | CIBCB | Quantitative analysis of redundancy in evolution of developmental systems. | Lisa Schramm, Yaochu Jin, Bernhard Sendhoff |
| 2011 | CEC | Evolvability of graph- and Vector Field Embryogeny representations. | Till Steiner, Bernhard Sendhoff |
| 2011 | GECCO | Evolution of neural symmetry and its coupled alignment to body plan morphology. | Ben Jones, Andrea Soltoggio, Bernhard Sendhoff, Xin Yao |
| 2011 | ICRA | Cross-Ball: A new morphogenetic self-reconfigurable modular robot. | Yan Meng, Yuyang Zhang, Abhay Sampath, Yaochu Jin, Bernhard Sendhoff |
| 2010 | ALIFE | Analysis of Gene Regulatory Network Motifs in Evolutionary Development of Multicellular Organisms. | Lisa Schramm, Vander Valente Martins, Yaochu Jin, Bernhard Sendhoff |
| 2010 | GECCO | Evolving heterochrony for cellular differentiation using vector field embryogeny. | Till Steiner, Yaochu Jin, Bernhard Sendhoff |
| 2009 | CEC | Global shape with morphogen gradients and motile polarized cells. | Till Steiner, Jens Trommler, Martin Brenn, Yaochu Jin, Bernhard Sendhoff |
| 2009 | IDEAL | Interaction Detection in Aerodynamic Design Data. | Lars Grning, Markus Olhofer, Bernhard Sendhoff |
| 2008 | ALIFE | Evolving Functional Symmetry in a Three Dimensional Model of an Elongated Organism. | Ben Jones, Yaochu Jin, Bernhard Sendhoff, Xin Yao |
| 2008 | CEC | Evolving in silico bistable and oscillatory dynamics for gene regulatory network motifs. | Yaochu Jin, Bernhard Sendhoff |
| 2008 | CEC | Toward a gene regulatory network model for evolving chemotaxis behavior. | Neale Samways, Yaochu Jin, Xin Yao, Bernhard Sendhoff |
| 2008 | CEC | Combination of EDA and DE for continuous biobjective optimization. | Aimin Zhou, Qingfu Zhang, Yaochu Jin, Bernhard Sendhoff |
| 2008 | GECCO | A cellular model for the evolutionary development of lightweight material with an inner structure. | Till Steiner, Yaochu Jin, Bernhard Sendhoff |
| 2008 | ICONIP | A Gene Regulatory Model for the Development of Primitive Nervous Systems. | Yaochu Jin, Lisa Schramm, Bernhard Sendhoff |
| 2008 | ICONIP | Evolution of Neural Organization in a Hydra-Like Animat. | Ben Jones, Yaochu Jin, Xin Yao, Bernhard Sendhoff |
| 2008 | IJCNN | Prediction of convergence dynamics of design performance using differential recurrent neural networks. | Yi Cao, Yaochu Jin, Michal Kowalczykiewicz, Bernhard Sendhoff |
| 2008 | PPSN | Covariance Matrix Adaptation Revisited - The CMSA Evolution Strategy -. | Hans-Georg Beyer, Bernhard Sendhoff |
| 2007 | CEC | Emergence of feedback in artificial gene regulatory networks. | Till Steiner, Lisa Schramm, Yaochu Jin, Bernhard Sendhoff |
| 2007 | CEC | Target shape design optimization by evolving splines. | Pan Zhang, Xin Yao, Lei Jia, Bernhard Sendhoff, Thorsten Schnier |
| 2007 | CEC | Adaptivemodelling strategy for continuous multi-objective optimization. | Aimin Zhou, Qingfu Zhang, Yaochu Jin, Bernhard Sendhoff |
| 2007 | EMO | Prediction-Based Population Re-initialization for Evolutionary Dynamic Multi-objective Optimization. | Aimin Zhou, Yaochu Jin, Qingfu Zhang, Bernhard Sendhoff, Edward P. K. Tsang |
| 2007 | GECCO | A study on metamodeling techniques, ensembles, and multi-surrogates in evolutionary computation. | Dudy Lim, Yew-Soon Ong, Yaochu Jin, Bernhard Sendhoff |
| 2007 | GECCO | Global multiobjective optimization via estimation of distribution algorithm with biased initialization and crossover. | Aimin Zhou, Qingfu Zhang, Yaochu Jin, Bernhard Sendhoff, Edward P. K. Tsang |
| 2007 | ICANN | Evolutionary Multi-objective Optimization of Spiking Neural Networks. | Yaochu Jin, Ruojing Wen, Bernhard Sendhoff |
| 2007 | IDEAL | Knowledge Extraction from Unstructured Surface Meshes. | Lars Grning, Markus Olhofer, Bernhard Sendhoff |
| 2006 | CEC | Evolution Strategies for Robust Optimization. | Hans-Georg Beyer, Bernhard Sendhoff |
| 2006 | CEC | Trusted Evolutionary Algorithm. | Dudy Lim, Yew-Soon Ong, Yaochu Jin, Bernhard Sendhoff |
| 2006 | CEC | Combining Model-based and Genetics-based Offspring Generation for Multi-objective Optimization Using a Convergence Criterion. | Aimin Zhou, Yaochu Jin, Qingfu Zhang, Bernhard Sendhoff, Edward P. K. Tsang |
| 2006 | IJCNN | Generalization Improvement in Multi-Objective Learning. | Lars Grning, Yaochu Jin, Bernhard Sendhoff |
| 2006 | IJCNN | Alleviating Catastrophic Forgetting via Multi-Objective Learning. | Yaochu Jin, Bernhard Sendhoff |
| 2006 | PPSN | Environments Conducive to Evolution of Modularity. | Vineet R. Khare, Bernhard Sendhoff, Xin Yao |
| 2006 | PPSN | Direct Manipulation of Free Form Deformation in Evolutionary Design Optimisation. | Stefan Menzel, Markus Olhofer, Bernhard Sendhoff |
| 2006 | PPSN | Modelling the Population Distribution in Multi-objective Optimization by Generative Topographic Mapping. | Aimin Zhou, Qingfu Zhang, Yaochu Jin, Bernhard Sendhoff, Edward P. K. Tsang |
| 2005 | CEC | Crawling along the Pareto front: tales from the practice. | Martina Hasenjger, Bernhard Sendhoff |
| 2005 | CEC | Co-evolutionary modular neural networks for automatic problem decomposition. | Vineet R. Khare, Xin Yao, Bernhard Sendhoff, Yaochu Jin, Heiko Wersing |
| 2005 | CEC | A new approach to dynamics analysis of genetic algorithms without selection. | Tatsuya Okabe, Yaochu Jin, Bernhard Sendhoff |
| 2005 | CEC | Theoretical comparisons of search dynamics of genetic algorithms and evolution strategies. | Tatsuya Okabe, Yaochu Jin, Bernhard Sendhoff |
| 2005 | EMO | Evolutionary Multi-objective Optimization for Simultaneous Generation of Signal-Type and Symbol-Type Representations. | Yaochu Jin, Bernhard Sendhoff, Edgar Krner |
| 2005 | ESANN | Efficient evolutionary optimization using individual-based evolution control and neural networks: A comparative study. | Lars Grning, Yaochu Jin, Bernhard Sendhoff |
| 2005 | ESANN | Synergies between Evolutionary and Neural Computation. | Christian Igel, Bernhard Sendhoff |
| 2005 | GECCO | Three dimensional evolutionary aerodynamic design optimization with CMA-ES. | Martina Hasenjger, Bernhard Sendhoff, Toyotaka Sonoda, Toshiyuki Arima |
| 2005 | GECCO | Morphing methods in evolutionary design optimization. | Michael Nashvili, Markus Olhofer, Bernhard Sendhoff |
| 2005 | ICNC | On Evolutionary Optimization of Large Problems Using Small Populations. | Yaochu Jin, Markus Olhofer, Bernhard Sendhoff |
| 2005 | ICNC | A Multi-cluster Grid Enabled Evolution Framework for Aerodynamic Airfoil Design Optimization. | Hee-Khiang Ng, Dudy Lim, Yew-Soon Ong, Bu-Sung Lee, Lars Freund, Shuja Parvez, Bernhard Sendhoff |
| 2004 | CEC | Neural network regularization and ensembling using multi-objective evolutionary algorithms. | Yaochu Jin, Tatsuya Okabe, Bernhard Sendhoff |
| 2004 | CEC | A decision making framework for game playing using evolutionary optimization and learning. | Alexandro Mark, Bernhard Sendhoff, Heiko Wersing |
| 2004 | CEC | Voronoi-based estimation of distribution algorithm for multi-objective optimization. | Tatsuya Okabe, Yaochu Jin, Bernhard Sendhoff, Markus Olhofer |
| 2004 | GECCO | Reducing Fitness Evaluations Using Clustering Techniques and Neural Network Ensembles. | Yaochu Jin, Bernhard Sendhoff |
| 2004 | PPSN | Comparison of Steady-State and Generational Evolution Strategies for Parallel Architectures. | Razvan Enache, Bernhard Sendhoff, Markus Olhofer, Martina Hasenjger |
| 2004 | PPSN | Credit Assignment Among Neurons in Co-evolving Populations. | Vineet R. Khare, Xin Yao, Bernhard Sendhoff |
| 2004 | PPSN | On Test Functions for Evolutionary Multi-objective Optimization. | Tatsuya Okabe, Yaochu Jin, Markus Olhofer, Bernhard Sendhoff |
| 2004 | PPSN | Coupling of Evolution and Learning to Optimize a Hierarchical Object Recognition Model. | Georg Schneider, Heiko Wersing, Bernhard Sendhoff, Edgar Krner |
| 2003 | CEC | Target shape design optimization with evolutionary computation. | Wei-Wen Chang, Chan-Jin Chung, Bernhard Sendhoff |
| 2003 | CEC | Connectedness, regularity and the success of local search in evolutionary multi-objective optimization. | Yaochu Jin, Bernhard Sendhoff |
| 2003 | CEC | Comparative studies on micro heat exchanger optimisation. | Tatsuya Okabe, Kwasi Foli, Markus Olhofer, Yaochu Jin, Bernhard Sendhoff |
| 2003 | CEC | A critical survey of performance indices for multi-objective optimisation. | Tatsuya Okabe, Yaochu Jin, Bernhard Sendhoff |
| 2003 | CEC | Evolutionary multi-objective optimisation with a hybrid representation. | Tatsuya Okabe, Yaochu Jin, Bernhard Sendhoff |
| 2003 | CEC | Comparing neural networks and Kriging for fitness approximation in evolutionary optimization. | Lars Willmes, Thomas Bck, Yaochu Jin, Bernhard Sendhoff |
| 2003 | EMO | Trade-Off between Performance and Robustness: An Evolutionary Multiobjective Approach. | Yaochu Jin, Bernhard Sendhoff |
| 2003 | GECCO | Solving Three-Objective Optimization Problems Using Evolutionary Dynamic Weighted Aggregation: Results and Analysis. | Yaochu Jin, Tatsuya Okabe, Bernhard Sendhoff |
| 2002 | FOGA | On the Behavior of (μ/μ | Hans-Georg Beyer, Markus Olhofer, Bernhard Sendhoff |
| 2002 | GECCO | Incorporation Of Fuzzy Preferences Into Evolutionary Multiobjective Optimization. | Yaochu Jin, Bernhard Sendhoff |
| 2002 | GECCO | Fitness Approximation In Evolutionary Computation - a Survey. | Yaochu Jin, Bernhard Sendhoff |
| 2002 | GECCO | On The Dynamics Of Evolutionary Multi-objective Optimization. | Tatsuya Okabe, Yaochu Jin, Bernhard Sendhoff |
| 2001 | CEC | Managing approximate models in evolutionary aerodynamic design optimization. | Yaochu Jin, Markus Olhofer, Bernhard Sendhoff |
| 2001 | CEC | Adaptive encoding for aerodynamic shape optimization using evolution strategies. | Markus Olhofer, Yaochu Jin, Bernhard Sendhoff |
| 2001 | EMO | Adapting Weighted Aggregation for Multiobjective Evolution Strategies. | Yaochu Jin, Tatsuya Okabe, Bernhard Sendhoff |
| 2000 | CEC | Evolutionary optimised ontogenetic neural networks with incremental problem complexity during development. | Bernhard Sendhoff |
| 2000 | GECCO | On Evolutionary Optimization with Approximate Fitness Functions. | Yaochu Jin, Markus Olhofer, Bernhard Sendhoff |
| 1999 | AISTATS | Structure optimization of density estimation models applied to regression problems with dynamic noise. | Martin Kreutz, Anja M. Reimetz, Bernhard Sendhoff, Claus Weihs, Werner von Seelen |
| 1999 | CEC | Variable encoding of modular neural networks for time series prediction. | Bernhard Sendhoff, Martin Kreutz |
| 1998 | PPSN | Optimisation of Density Estimation Models with Evolutionary Algorithms. | Martin Kreutz, Anja M. Reimetz, Bernhard Sendhoff, Claus Weihs, Werner von Seelen |
| 1997 | ICANN | An Extended Elman Net for Modeling Time Series. | Peter Stagge, Bernhard Sendhoff |
| 1997 | ICASSP | From neural networks to neural strategies. | Christian Goerick, Bernhard Sendhoff, Werner von Seelen |