Multi-Objective Optimization

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21 papers in the last four weeks, up 320% on the four weeks before. 0.2% of all new papers.

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  1. Think Before Writing: Feature-Level Multi-Objective Optimization for Generative Citation Visibility

    Apr 21, 2026Zikang Liu, Peilan XuGenerative Engine OptimizationMulti-Objective Optimization

    School of Artificial Intelligence, Nanjing University of Information Science and Technology, Nanjing 210044, China.

  2. Barrier-enforced multi-objective optimization for direct point and sharp interval forecasting

    Apr 20, 2026Worachit Amnuaypongsa, Yotsapat Suparanonrat, Pana Wanitchollakit +1Multi-Objective OptimizationProbabilistic Time Series Forecasting

    Department of Electrical Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok, Thailand · Department of Computer Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok, Thailand

  3. The Magnitude of Dominated Sets: A Pareto Compliant Indicator Grounded in Metric Geometry

    Apr 20, 2026Michael T. M. EmmerichMulti-Objective OptimizationPareto Optimization

    Faculty of Information Technology, University of Jyväskylä, Finland

  4. On Scalability of Multi-Objective Evolutionary Algorithms on Combinatorial Optimisation Problems

    Apr 20, 2026Menghao Tang, Zimin Liang, Miqing LiEvolutionary OptimizationMulti-Objective Evolutionary Optimization

    University of Birmingham Birmingham, United Kingdom

  5. RosettaSearch: Multi-Objective Inference-Time Search for Protein Sequence Design

    Apr 19, 2026Meghana Kshirsagar, Allen Nie, Ching-An Cheng +5Inference-Time SearchLarge Language Model-Guided Optimization

    AI for Good, Microsoft Redmond · Google DeepMind · Google Research +3

  6. Multi-Objective Bayesian Optimization via Adaptive \varepsilon-Constraints Decomposition

    Apr 17, 2026Yaohong Yang, Sammie Katt, Samuel KaskiBayesian OptimizationMulti-Objective Optimization

    Department of Computer Science, Aalto University, Espoo, Finland · ELLIS Institute Finland · Department of Computer Science, University of Manchester, Manchester, United Kingdom

  7. HYPERHEURIST: A Simulated Annealing-Based Control Framework for LLM-Driven Code Generation in Optimized Hardware Design

    Apr 17, 2026Shiva Ahir, Prajna Bhat, Alex DoboliLarge Language Model-Guided OptimizationCode Generation

    Department of ECE

  8. VisPCO: Visual Token Pruning Configuration Optimization via Budget-Aware Pareto-Frontier Learning for Vision-Language Models

    Apr 16, 2026Huawei Ji, Yuanhao Sun, Yuan Jin +4Vision-Language ModelsEfficient VLM Inference

    Shanghai Jiao Tong University, Shanghai, China · University of Edinburgh, Edinburgh, UK

  9. MMORF: A Multi-agent Framework for Designing Multi-objective Retrosynthesis Planning Systems

    Apr 6, 2026Frazier N. Baker, Trieu Nguyen, Reza Averly +4Multi-Agent LLM SystemsMulti-Agent Planning

    Department of Computer Science and Engineering, The Ohio State University · Department of Mathematics and Statistics, University of South Florida · Division of Medicinal Chemistry and Pharmacognosy, The Ohio State University +2

  10. Joint Surrogate Learning of Objectives, Constraints, and Sensitivities for Efficient Multi-objective Optimization of Neural Dynamical Systems

    Mar 22, 2026Frithjof Gressmann, Ivan Georgiev Raikov, Seung Hyun Kim +3Neural Surrogate ModelingSurrogate-Assisted Optimization

    Siebel School of Computing and Data Science, University of Illinois Urbana-Champaign, Urbana, IL · The Grainer College of Engineering, University of Illinois Urbana-Champaign, Urbana, IL · Department of Neurosurgery, Stanford University, Stanford, CA +3

  11. Multi-Agent Route Planning as a QUBO Problem

    Feb 8, 2026Renáta Rusnáková, Martin Chovanec, Juraj GazdaMulti-Objective Optimization

    Department of Computers and Informatics, Faculty of Electrical Engineering and Informatics, Technical University of Košice, Letná 9, 042 00 Košice

  12. Uncovering Cross-Objective Interference in Multi-Objective Alignment

    Feb 6, 2026Yining Lu, Meng JiangAdaptive Loss WeightingMulti-Objective Language Model Alignment

    University of Notre Dame

  13. Variable Search Stepsize for Randomized Local Search in Multi-Objective Combinatorial Optimization

    Feb 5, 2026Xuepeng Ren, Maocai Wang, Guangming Dai +4Metaheuristic OptimizationMulti-Objective Optimization

    School of Computer, China University of Geosciences, Engineering Research Center of Natural Resource Information Management and Digital Twin Engineering Software, Ministry of Education, and Hubei Key Laboratory of Intelligent Geo-Information Processing, Wuhan 430074, China · School of Computer, Science and Informatics, De Montfort University, Leicester LE1 9BH, U.K. · School of Computer Science, University of Birmingham, Birmingham B15 2TT, U.K. +1

  14. Fairness-Aware Performance Evaluation for Multi-Party Multi-Objective Optimization

    Jan 30, 2026Zifan Zhao, Peilan Xu, Wenjian LuoCooperative Game TheoryAlgorithmic Fairness

    School of Artificial Intelligence, Nanjing University of Information Science and Technology, Nanjing 210044, China · Guangdong Provincial Key Laboratory of Novel Security Intelligence Technologies, Institute of Cyberspace Security, School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen 518055, China

  15. Decoupling Constraints from Two Directions for Evolutionary Constrained Multi-objective Optimization

    Dec 30, 2025Ruiqing Sun, Dawei Feng, Xing Zhou +6Evolutionary OptimizationMulti-Objective Evolutionary Optimization

    College of Computer Science and Technology, National University of Defense Technology, Changsha 410000, P.R. China · College of Intelligence Science and Technology, National University of Defense Technology, Changsha, 410000, P.R. China · State Key Laboratory of Complex & Critical Software Environment, College of Information and Communication, National University of Defense Technology, Wuhan 430019, P.R. China +1

  16. Large-scale benchmarking of multi-objective soft-computing metaheuristics for redundancy allocation in repairable k-out-of-n systems

    Dec 20, 2025Mateusz Oszczypała, David Ibehej, Jakub KudelaBenchmark DesignMetaheuristic Optimization

    Military University of Technology, gen. Sylwestra Kaliskiego Street 2, 00-908 Warsaw, Poland. · Institute of Automation and Computer Science, Brno University of Technology, Brno, Czech Republic.

  17. Feature weighting for data analysis via evolutionary simulation

    Nov 9, 2025Aris Daniilidis, Alberto Domínguez Corella, Philipp WissgottReplicator DynamicsImportance Weighting

    Institut für Stochastik und Wirtschaftsmathematik, Variational Analysis, Dynamics and Operations Research Unit E105-04, Technische Universität Wien, Wiedner Hauptstraße 8, 1040 Vienna, Austria · Institut für Mathematik und Wissenschaftliches Rechnen, Universität Graz, Heinrichstraße 36, A-8010 Graz, Austria · danube.ai solutions gmbh, 1040 Vienna, Austria

  18. OFMU: Optimization-Driven Framework for Machine Unlearning

    Sep 26, 2025Sadia Asif, Mohammad Mohammadi AmiriBilevel OptimizationMachine Unlearning

    Rensselaer Polytechnic Institute

  19. Interactive Multi-Objective Probabilistic Preference Learning with Soft and Hard Bounds

    Jun 27, 2025Edward Chen, Sang T. Truong, Natalie Dullerud +2Active LearningMulti-Criteria Decision Analysis

    Department of Computer Science, Stanford University, Stanford, California, USA

  20. Variational Model Merging for Pareto Front Estimation in Multitask Finetuning

    Dec 11, 2024Hugo Monzón Maldonado, Nico Daheim, Thomas Möllenhoff +2Bayesian InferenceMulti-Task Learning

    RIKEN Center for AI Project, Japan · Ubiquitous Knowledge Processing Lab (UKP Lab), Department of Computer Science, Technical University of Darmstadt and National Research Center for Applied Cybersecurity ATHENE, Germany · National Research Center for Applied Cybersecurity ATHENE, Germany

  21. Multi-Objective Hyperparameter Search via Damped Gauss--Newton Optimization

    Jan 7, 2024Qinwu Xu, Yifan JiangGauss-Newton OptimizationSecond-Order Optimization