optimality
The property of being the best possible solution in a given context, often tied to achieving maximum performance according to defined criteria.
- A Temporal Difference Method for Stochastic Continuous Dynamics
- Assessing the quality of denoising diffusion models in Wasserstein distance: noisy score and optimal bounds
- Constrained Feedback Learning for Non-Stationary Multi-Armed Bandits
- Constructing an Optimal Behavior Basis for the Option Keyboard
- Learning Provably Improves the Convergence of Gradient Descent
- Optimal Neural Compressors for the Rate-Distortion-Perception Tradeoff
- Precise Asymptotics and Refined Regret of Variance-Aware UCB
- Preference Optimization on Pareto Sets: On a Theory of Multi-Objective Optimization
- Quantum speedup of non-linear Monte Carlo problems
- Refinement Methods for Distributed Distribution Estimation under $\ell^p$-Losses
- Sample-Efficient Tabular Self-Play for Offline Robust Reinforcement Learning
- The Persistence of Neural Collapse Despite Low-Rank Bias
- Train on Pins and Test on Obstacles for Rectilinear Steiner Minimum Tree