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Optimization

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Preference Robustness for DPO with Applications to Public Health AAAI 2026
Optimizing Urban Service Allocation with Time-Constrained Restless Bandits AAAI 2026
Towards Provably Unlearnable Examples via Bayes Error Optimization AAAI 2026
Best-Effort Policies for Robust Markov Decision Processes AAAI 2026
Probabilistic Hierarchical Goal Network Planning with UCT AAAI 2026
Experiential Fairness: Bridging the Gap Between User Experience and Resource-Centric Fairness in Online LLM Services AAAI 2026
Boosting Cross-problem Generalization in Diffusion-Based Neural Combinatorial Solver via Inference Time Adaptation AAAI 2026
Efficient Solution and Learning of Robust Factored MDPs AAAI 2026
Online Robust Planning Under Model Uncertainty: A Sample-Based Approach AAAI 2026
Bridging Synthetic and Real Routing Problems via LLM-Guided Instance Generation and Progressive Adaptation AAAI 2026
Offline Multi-Objective Bandits: From Logged Data to Pareto-Optimal Policies AAAI 2026
Learning-Augmented Ski Rental with Discrete Distribution: A Bayesian Approach AAAI 2026
Targeting in Multi-Criteria Decision Making AAAI 2026
Robust Causal Discovery Under Imperfect Structural Constraints AAAI 2026
A Fast Heuristic Search Approach for Energy-Optimal Profile Routing for Electric Vehicles AAAI 2026
Minimum-Cost Network Flow with Dual Predictions AAAI 2026
Parametric Pareto Set Learning for Expensive Multi-Objective Optimization AAAI 2026
Massively Parallel Proof-Number Search for Impartial Games and Beyond AAAI 2026
Meta-Black-Box Optimization with Bi-Space Landscape Analysis and Dual-Control Mechanism for SAEA AAAI 2026
MOTIF: Multi-strategy Optimization via Turn-based Interactive Framework AAAI 2026
LAMDA: Two-Phase HPO via Learning Prior from Low-Fidelity Data AAAI 2026
Priority-Based Graph-Enhanced Reinforcement Learning for Robust Analog Circuit Optimization AAAI 2026
Post-Hoc Refinement for Multitask Symbolic Regression via Consensus-Accelerated Shapley Analysis AAAI 2026
EoH-S: Evolution of Heuristic Set Using LLMs for Automated Heuristic Design AAAI 2026
Not Just for Archiving: Provable Benefits of Reusing the Archive in Evolutionary Multi-objective Optimization AAAI 2026