LEADER 05059nam 22007695 450 001 996696880703316 005 20260102122757.0 010 $a3-032-09156-X 024 7 $a10.1007/978-3-032-09156-7 035 $a(CKB)44769992100041 035 $a(MiAaPQ)EBC32470010 035 $a(Au-PeEL)EBL32470010 035 $a(DE-He213)978-3-032-09156-7 035 $a(OCoLC)1569200082 035 $a(EXLCZ)9944769992100041 100 $a20260102d2026 u| 0 101 0 $aeng 135 $aur||||||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aLearning and Intelligent Optimization $e19th International Conference, LION 19, Prague, Czech Republic, June 15?19, 2025, Proceedings, Part I /$fedited by Yingqian Zhang, Milan Hladik, Hossein Moosaei 205 $a1st ed. 2026. 210 1$aCham :$cSpringer Nature Switzerland :$cImprint: Springer,$d2026. 215 $a1 online resource (574 pages) 225 1 $aLecture Notes in Computer Science,$x1611-3349 ;$v15744 311 08$a3-032-09155-1 327 $a -- Multi-Agent Soft Actor-Critic with Coordinated Loss for Autonomous Mobility-on-Demand Fleet Control. -- Do LLMs Understand Constraint Programming? Zero-Shot Constraint Programming Model Generation Using LLMs. -- Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding. -- Automated Refutation with Monte Carlo Search of Graph Theory Conjectures on the Maximum Laplacian Eigenvalue. -- Demand Selection for VRP with Emission Quota. -- Multi-target tree regression approach for surrogate-based optimisation. -- Information Preserving Line Search via Bayesian Optimization. -- Bayesian Optimisation Against Climate Change: Applications and Benchmarks. -- Empirical Analysis of Upper Bounds of Robustness Distributions using Adversarial Attacks. -- e$^2$HPO: energy efficient Hyperparameter Optimization via energy-aware multiple information source Bayesian optimization. -- Reinforcement Learning for Dynamic Pricing with resource constraints in a competitive context. -- Decision Maker Preferences in Surrogate-based Multi-Objective Optimization: A Survey. -- Deep Reinforcement Learning Based Genetic Framework for Flexible Job-Shop Scheduling under Practical Constraints. -- Solving influence diagrams: efficient mixed-integer programming formulation and heuristic. -- Mixed-Integer Linear Optimization via Learning-Based Two-Layer Large Neighborhood Search. -- Geometrically Invariant and Equivariant Graph Neural Networks for TSP Algorithm Selection and Hardness Prediction. -- Time-Varying Multi-Objective Optimization: Tradeoff Regret Bounds. -- Vector Bin Packing with Bin Clusters, Variable Bin Sizes and Costs - A Model and Heuristics for Cloud Capacity Planning. -- SchedulExpert: Graph Attention Meets Mixture-of-Experts for JSSP. -- Reinforcement Learning for AMR Charging Decisions: The Impact of Reward and Action Space Design. -- The Post-Enrollment Course Timetabling Problem with Flexible Teacher Assignments. 330 $aThe two-volume set LNCS 15744 + 15745 constitutes the proceedings of the 19th International Conference on Learning and Intelligent Optimization, LION 2025, which was held in Prague, Czech Republic, during June 15?19, 2025. The 40 full papers included in the proceedings were carefully reviewed and selected from 70 submissions. They focus on exploring the intersections of Artificial Intelligence, Machine Learning, and Operations Research. 410 0$aLecture Notes in Computer Science,$x1611-3349 ;$v15744 606 $aNumerical analysis 606 $aComputer science$xMathematics 606 $aMathematical statistics 606 $aComputer science 606 $aArtificial intelligence 606 $aSocial sciences$xData processing 606 $aComputers 606 $aNumerical Analysis 606 $aProbability and Statistics in Computer Science 606 $aTheory of Computation 606 $aArtificial Intelligence 606 $aComputer Application in Social and Behavioral Sciences 606 $aComputing Milieux 615 0$aNumerical analysis. 615 0$aComputer science$xMathematics. 615 0$aMathematical statistics. 615 0$aComputer science. 615 0$aArtificial intelligence. 615 0$aSocial sciences$xData processing. 615 0$aComputers. 615 14$aNumerical Analysis. 615 24$aProbability and Statistics in Computer Science. 615 24$aTheory of Computation. 615 24$aArtificial Intelligence. 615 24$aComputer Application in Social and Behavioral Sciences. 615 24$aComputing Milieux. 676 $a518 700 $aZhang$b Yingqian$01885033 701 $aHladik$b Milan$01827233 701 $aMoosaei$b Hossein$01785864 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a996696880703316 996 $aLearning and Intelligent Optimization$94519863 997 $aUNISA