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Papers
The First Theoretical Approximation Guarantees for the Non-Dominated Sorting Genetic Algorithm III (NSGA-III)
IJCAI 2025
Tight Runtime Guarantees From Understanding the Population Dynamics of the GSEMO Multi-Objective Evolutionary Algorithm
IJCAI 2025
Trading Off Quality and Uncertainty Through Multi-Objective Optimisation in Batch Bayesian Optimisation
AAAI 2025
Unlocking Decoding-time Controllability: Gradient-Free Multi-Objective Alignment with Contrastive Prompts
NAACL 2025
Voronoi-grid-based Pareto Front Learning and Its Application to Collaborative Federated Learning
ICML 2025
A Framework for Data-Driven Explainability in Mathematical Optimization
AAAI 2024
Balancing Computational Cost and Accuracy in Inference of Continuous Bayesian Networks
PGM 2024
Bounding Box-based Multi-objective Bayesian Optimization of Risk Measures under Input Uncertainty
AISTATS 2024
Fairness-Aware Meta-Learning via Nash Bargaining
NeurIPS 2024
How to Use the Metropolis Algorithm for Multi-Objective Optimization?
AAAI 2024
Interactive Hyperparameter Optimization in Multi-Objective Problems via Preference Learning
AAAI 2024
Multi-Objective Bayesian Optimization with Active Preference Learning
AAAI 2024
Negatively Correlated Ensemble Reinforcement Learning for Online Diverse Game Level Generation
ICLR 2024
Order-Preserving GFlowNets
ICLR 2024
Panacea: Pareto Alignment via Preference Adaptation for LLMs
NeurIPS 2024
Pareto Front-Diverse Batch Multi-Objective Bayesian Optimization
AAAI 2024
Runtime Analysis of the SMS-EMOA for Many-Objective Optimization
AAAI 2024
Sequential learning of the Pareto front for multi-objective bandits
AISTATS 2024
The Fairness-Quality Tradeoff in Clustering
NeurIPS 2024
Towards Running Time Analysis of Interactive Multi-Objective Evolutionary Algorithms
AAAI 2024
A Generalized Scalarization Method for Evolutionary Multi-Objective Optimization
AAAI 2023
A Mathematical Runtime Analysis of the Non-dominated Sorting Genetic Algorithm III (NSGA-III)
IJCAI 2023
Distributional Multi-Objective Decision Making
IJCAI 2023
From Understanding the Population Dynamics of the NSGA-II to the First Proven Lower Bounds
AAAI 2023
Improving Pareto Front Learning via Multi-Sample Hypernetworks
AAAI 2023