Multi-Objective Optimization

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11 papers in the last four weeks, up 38% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28

Latest papers 103

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  1. Calibrating Prediction Timeliness Through Multi-Objective Hyperparameter Optimization for Remaining Useful Life Prediction

    Oct 1, 2026Tugrul Cabir Hakyemez, Ener Uras GokhanUseful Life PredictionGeneral Grid Search Framework

  2. Mixture-Trained Merging for Unified Multi-Objective Models

    Oct 1, 2026SeongHyeon Kim, Chaeyun Jang, Seungyoo Lee +4Continual Model MergingMulti--Task Learning

  3. Learning Where to Steer: Noise-Space Geometry for Efficient Offline Multi-Objective Optimization with Generative Models

    Sep 30, 2026Yuan Lu, Esha Singh, Yi-An Ma +1Multi-Objective OptimizationPareto Frontier

  4. An Unbounded Archive-based Transfer Strategy for Dynamic Multi-Objective Optimization with a Changing Number of Objectives

    Sep 23, 2026Zhiyun Xiao, Ke Shang, Yajun Liu +3Multi-Objective OptimizationObjectives

  5. In-Context Guidance: Learning Inter-Task Synergies via Numerical Foundational Models for Few-Shot Multitask Optimization

    Sep 22, 2026Tingyang Wei, Haofeng Wu, Jiao Liu +3Multi--Task LearningMulti-Objective Optimization

  6. Graph-Based Design of Soft Grippers with Multi-Objective Quality-Diversity Optimisation

    Sep 17, 2026Andre Farinha, Ge Shi, Harry Bowman +3GripperSoft Robotics

  7. Expected Hypervolume Maximization for Multiobjective Optimization under Uncertainties

    Sep 17, 2026Victor TrapplerMulti-Objective OptimizationStochastic Optimization

  8. SIMS: Scale-Invariant Merit-Function-Based Scalarization for Multi-Task Learning

    Sep 14, 2026Zebin Chen, Fei Xing, Yang Chen +4Multi--Task LearningMulti-Objective Optimization

  9. Solving Few-Shot Multiobjective Multitask Optimization via Iterative Sequential Transfer

    Sep 12, 2026Tingyang Wei, Haofeng Wu, Ananda Phan Iman +3Multi-Objective OptimizationRobust Optimization

  10. Dynamic language model representations for multi-objective reaction optimisation

    Sep 10, 2026Joshua W. Sin, David Ming Segura, Bojana Ranković +8Heterogeneous CatalysisOptimization Modeling

  11. ParetoTransport: Generative Optimization by Mass Transport Toward The Pareto Front

    Sep 7, 2026Stephanie Holly, Sepp Hochreiter, Werner ZellingerMulti-Objective OptimizationPareto Frontier

  12. Differential Games for Compositional Handling of Competing Control Tasks

    Sep 1, 2026Joshua Shay KricheliObservable Stochastic GameMean Field Games

  13. Evolutionary Soups: Evolving Mixture-of-Experts for Multi-Objective LLM Alignment

    Aug 30, 2026Lingxiao Kong, Steffen Staab, Cong Yang +2Large Language Model AlignmentMulti-Objective Optimization

  14. Large Discovery Models: Empirically-grounded Model-Based Open-Ended Search

    Aug 16, 2026Zhongwei Yu, Yan Song, Xue Yan +9Model DiscoveryDiscovery

  15. Efficient Hessian-Free Methods for Multi-Objective Bilevel Optimization with Nonconvex Lower Level

    Aug 13, 2026Yicong Jiang, Feihu HuangBilevel OptimizationMulti-Objective Optimization

  16. MOON: Multi-Objective OrthoNormalized Updates for Multitask Learning

    Aug 12, 2026Shiji Zhou, Kunlin Lyu, Lei Zhang +2Multi--Task LearningMulti-Objective Optimization

  17. High-dimensional Multi-objective Bayesian Optimization with Learned Variable Interactions

    Aug 12, 2026Hongyan Wang, Jiayu Huang, Haotian Zheng +6Multi-Objective Bayesian Optimization AlgorithmsMulti-Objective Optimization

  18. A Modular Agentic Framework for Synthetically Constrained Multi-Objective Hit-to-Lead Optimization

    Aug 11, 2026Kelvin P. Idanwekhai, Enes Kelestemur, Benjamin Strickland +6Drug DiscoveryMolecular Optimization

  19. Multitask Pareto Optimization for Monotone Submodular Problems with Dynamic Constraints

    Aug 11, 2026Liam Wigney, Frank NeumannSubmodular FunctionsMulti-Objective Optimization

  20. Human-Centered Explainable AI for TinyML Edge Devices: A Pareto-Based Selection Framework with LLM-Guided Design

    Aug 7, 2026Zeinab Dehghani, Dhavalkumar Thakker, Koorosh Aslansefat +4XaiExplainable Artificial Intelligence

  21. A Special Point Skeleton Reconstruction Algorithm for Dynamic Multiobjective Optimization

    Aug 6, 2026GuangXian Gan, MinRong ChenMulti-Objective OptimizationSkeleton

  22. Impacts of Single-objective Landscapes on Multi-objective Optimization

    Aug 4, 2026Shoichiro Tanaka, Keiki Takadama, Hiroyuki SatoMulti-Objective OptimizationOptimization Landscape

  23. PolymerGPT: Multi-property Optimization with a Decoder-Based GPT Model for Generative Polymer Design

    Aug 2, 2026Charlie Pyle, Adarsh Gadari, C. Adrian Figg +3Polymer Property PredictionGenerative Pretrained Transformers

  24. SDDMO-Bench: A Benchmark Suite for Streaming Data-Driven Dynamic Multi-Objective Optimization

    Aug 1, 2026Wenjie Xiao, Hui Bai, Junhao ChenMulti-Objective OptimizationPareto Frontier

  25. Decision Variable Analysis-Guided Differentiated Fuzzy Search for Large-Scale Multi-Objective Optimization

    Jul 18, 2026Boxi Xiao, Hui Bai, Jinhua Zheng +2Multi-Objective Optimization

  26. Which Hyperparameters Matter? A Game-Theoretic Framework for Interpretable Hyperparameter Sensitivity Analysis

    Jul 17, 2026Nyi Nyi Aung, Heepeom Shin, Abigail Lawlor +1HyperparameterShapley Value

  27. HABIB_TAZ at SemEval-2026 Task 11: Disentangling Formal Logic from Content via Synthetic Training and Multi-Objective Optimization

    Jul 15, 2026Abdullah Shaikh, Zain Naqi, Taha Zahid +2LLM Reasoning StrategiesLogic

  28. A new dual-population constrained multi-objective evolutionary optimization algorithm with repair constraint handling for structural optimization

    Jul 14, 2026Fardad Homafar, Jasmin JelovicaMulti-Objective OptimizationInequality Constraints

  29. Large-Scale Portfolio Optimization Problem Under Cardinality Constraint With Enhanced Multi-Objective Evolutionary Algorithms

    Jul 10, 2026Danial Ramezani, Mostafa Abouei ArdakanPortfolio OptimizationMulti-Objective Optimization

  30. A Large-Scale Sparse Multiobjective Optimization Algorithm Based on Optimal Performance Scores

    Jul 6, 2026Jia-Lin Mai, Min-Rong Chen, Guo-Qiang Zeng +2Multi-Objective OptimizationScores

  31. QDEvo: A Multi-Objective Quality-Diversity Framework for Automated Heuristic Design

    Jul 6, 2026Nam Do Khanh, Nhat Nguyen Tran Minh, Dat Pham Vu Tuan +2Automated Heuristic DesignMulti-Objective Optimization

  32. ExPLoRe: Expert Patch-Level Loss Routing for Multi-Objective Masked Image Modeling

    Jun 30, 2026Konstantinos Georgiou, Maofeng Tang, Hairong QiMixture-Of-ExpertsDataset Distillation

  33. AETDICE: Unified Framework and Offline Optimization for Nonlinear Multi-Objective RL

    Jun 30, 2026Woosung Kim, Youngjun Suh, Jinho Lee +2Multi-Objective Reinforcement LearningMulti-Objective Optimization

  34. Partition-Guided Distance Saliency: Bridging Decision and Objective Spaces in Many-Objective Optimization

    Jun 29, 2026Cláudio Lúcio do Val Lopes, Flávio Vinícius Cruzeiro Martins, Elizabeth Fialho WannerMulti-Objective OptimizationSaliency

  35. Computing the Integral R2 Indicator by Perspective Mapping and Box Decomposition

    Jun 29, 2026Michael T. M. EmmerichIntegralMulti-Objective Optimization

  36. Not All Objectives Are Born Equal: Priority-Constrained Descent for Hierarchical Multi-Objective Optimization

    Jun 28, 2026Dara Varam, Mohamed I. AlhajriMulti-Objective OptimizationObjectives

  37. Comparing Scalar Objective Functions for Multi-Criteria Engineering Optimization

    Jun 26, 2026Olaf FrommannMulti-Objective OptimizationObjective Functions

  38. Meta-Reinforcement Learning via Evolution for Multi-Objective Combinatorial Supply Chain Optimisation

    Jun 20, 2026Rifny Rachman, Bahrul Ilmi Nasution, Josh Tingey +3Multi-Objective Reinforcement LearningMulti-Objective Optimization

  39. Enlight: Fast Low-Light Image Enhancement via Multi-Objective Optimization and Shadow-Aware Refinement

    Jun 19, 2026Nirjhor Datta, M. Sohel RahmanLow-Light Image EnhancementPerceptual Quality

  40. BASIL: Bayesian Application for Scientific Iteration and Learning

    Jun 19, 2026Kelvin P. Idanwekhai, Valeriia Kaneva, Stefano Menegatti +1Multi-Objective OptimizationPrompt Optimization

  41. Evolutionary Algorithms and Multi-Objective Minimum Spanning Trees with Limited Distinct Weight Values

    Jun 16, 2026Narges Tavassoli Kejani, Andrew M. Sutton, Frank NeumannMulti-Objective OptimizationGenetic Algorithms

  42. Diversity-Driven Offline Multi-Objective Optimization via Nested Pareto Set Learning

    Jun 13, 2026Yiyi Zhu, Yaolin Wen, Xiang Xia +6Multi-Objective OptimizationPareto Frontier

  43. SPEA2+^+: Improved Density Estimation in SPEA2 with Provable Runtime Guarantees

    Jun 10, 2026Duc-Cuong Dang, Andre Opris, Dirk SudholtEvolutionary OptimizationMulti-Objective Optimization

  44. Integrating Deep Learning Demand Forecasting with Multi-Objective Optimization for Circular Coffee Supply Chains: A Data-Driven Framework for Cost, Emissions, and Freshness Management

    Jun 6, 2026Gerçek Budak, Faraz Gholamzadeh Gharehgheshlaghi, Melika Barjesteh Vaezi +1Supply Chain OptimizationSustainability

  45. Multilingual Fine-Tuning via Localized Gradient Conflict Resolution

    Jun 4, 2026Long P. Hoang, Yiran Zhao, Wei Lu +1Multilingual Language ModelsLarge Language Model Fine-Tuning

  46. ParetoPilot: Zero-Surrogate Offline Multi-Objective Optimization via Infer-Perturb-Guide Diffusion

    Jun 3, 2026Ruiqing Sun, Sen Yang, Dawei Feng +3Multi-Objective OptimizationOptimal Design

  47. MAdam: Metric-Aware Multi-Objective Adam

    Jun 2, 2026Fengbei Liu, Rachit Saluja, Sunwoo Kwak +5AdamMulti-Objective Optimization

  48. From Global Policies to Local Strategies: Multi-Objective Optimization of Resource-Specific Handover Policies

    Jun 1, 2026Lukas Kirchdorfer, Artemis Doumeni, Han van der Aa +1HandoffMulti-Objective Optimization

  49. Contextual Scalarisation Thompson Sampling for multi-objective decisions in public media

    May 29, 2026Théo Maëtz, Luc Guillet, Andrea CavallaroThompson SamplingMulti-Objective Optimization

  50. A Unified Framework for Gradient Aggregation in Multi-Objective Optimization

    May 28, 2026Zeou Hu, Kelvin Ho, Yaoliang YuConvex OptimizationMulti-Objective Optimization

  51. A Domain-Informed Multi-Objective Framework for EEG Channel Selection in Motor Imagery BCIs

    May 28, 2026Dekka Muni Kumar, Dhruba Jyoti Kalita, Yogesh Kumar MeenaBrain-Computer InterfaceElectroencephalography

  52. Preference-Shaped Expected Hypervolume and R2 Improvement: Exact Computation and Monotonicity

    May 27, 2026Michael T. M. EmmerichMulti-Objective OptimizationMonotonicity