utility function
A utility function is a mathematical representation of preferences that assigns a numerical value to different outcomes, used in AI to guide decision-making processes in uncertain environments.
- Alternating Gradient Flows: A Theory of Feature Learning in Two-layer Neural Networks
- Cooperative Bargaining Games Without Utilities: Mediated Solutions from Direction Oracles
- Cost-Sensitive Freeze-thaw Bayesian Optimization for Efficient Hyperparameter Tuning
- From Average-Iterate to Last-Iterate Convergence in Games: A Reduction and Its Applications
- Heterogeneous Swarms: Jointly Optimizing Model Roles and Weights for Multi-LLM Systems
- Multiplayer Federated Learning: Reaching Equilibrium with Less Communication
- Online Learning in the Repeated Mediated Newsvendor Problem
- Sample complexity of data-driven tuning of model hyperparameters in neural networks with structured parameter-dependent dual function