← Optimization & Theory
Machine Learning › Optimization & Theory ›

Optimization

14207 directly classified papers

Papers per year

Papers

Solving Robust Markov Decision Processes: Generic, Reliable, Efficient AAAI 2025
Approximate Bilevel Difference Convex Programming for Bayesian Risk Markov Decision Processes AAAI 2025
Threshold UCT: Cost-Constrained Monte Carlo Tree Search with Pareto Curves AAAI 2025
Multiple Mean-Payoff Optimization Under Local Stability Constraints AAAI 2025
Enhancing Question Generation through Diversity-Seeking Reinforcement Learning with Bilevel Policy Decomposition AAAI 2025
Universal Post-Processing Networks for Joint Optimization of Modules in Task-Oriented Dialogue Systems AAAI 2025
What Are Step-Level Reward Models Rewarding? Counterintuitive Findings from MCTS-Boosted Mathematical Reasoning AAAI 2025
PSMGD: Periodic Stochastic Multi-Gradient Descent for Fast Multi-Objective Optimization AAAI 2025
Risk-averse Total-reward MDPs with ERM and EVaR AAAI 2025
On Corruption-Robustness in Performative Reinforcement Learning AAAI 2025
Tilted Quantile Gradient Updates for Quantile-Constrained Reinforcement Learning AAAI 2025
Efficient Graph Bandit Learning with Side-Observations and Switching Constraints AAAI 2025
Beyond Mandatory Federations: Balancing Egoism, Utilitarianism and Egalitarianism in Mixed-Motive Games AAAI 2025
FedPop: Federated Population-based Hyperparameter Tuning AAAI 2025
The Adaptive Q-Network for Recommendation Tasks with Dynamic Item Space AAAI 2025
FFCG: Effective and Fast Family Column Generation for Solving Large-Scale Linear Program AAAI 2025
ERL-MPP: Evolutionary Reinforcement Learning with Multi-head Puzzle Perception for Solving Large-scale Jigsaw Puzzles of Eroded Gaps AAAI 2025
BEE: Metric-Adapted Explanations via Baseline Exploration-Exploitation AAAI 2025
GARLIC: GPT-Augmented Reinforcement Learning with Intelligent Control for Vehicle Dispatching AAAI 2025
(1+1) Genetic Programming with Functionally Complete Instruction Sets Can Evolve Boolean Conjunctions and Disjunctions with Arbitrarily Small Error AAAI 2025
Suboptimal Search with Dynamic Distribution of Suboptimality AAAI 2025
Scenario-Based Robust Optimization of Tree Structures AAAI 2025
DFF: Decision-Focused Fine-Tuning for Smarter Predict-Then-Optimize with Limited Data AAAI 2025
Improved Rates of Differentially Private Nonconvex-Strongly-Concave Minimax Optimization AAAI 2025
Safe Online Convex Optimization with Heavy-Tailed Observation Noises AAAI 2025