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Learning Theory

Learning theory

Papers

Showing 626650 of 852 papers

TitleStatusHype
The Last-Iterate Convergence Rate of Optimistic Mirror Descent in Stochastic Variational Inequalities0
The Learnability of Unknown Quantum Measurements0
The Mismatch Principle: The Generalized Lasso Under Large Model Uncertainties0
The Modern Mathematics of Deep Learning0
The no-free-lunch theorems of supervised learning0
The NTK Adversary: An Approach to Adversarial Attacks without any Model Access0
Theoretical Guarantees for Domain Adaptation with Hierarchical Optimal Transport0
Theoretical Understandings of Product Embedding for E-commerce Machine Learning0
Distribution Free Uncertainty for the Minimum Norm Solution of Over-parameterized Linear Regression0
The Principles of Deep Learning Theory0
Type-II Saddles and Probabilistic Stability of Stochastic Gradient Descent0
The Pseudo-Dimension of Contracts0
The Sample Complexity of Smooth Boosting and the Tightness of the Hardcore Theorem0
The Sampling-and-Learning Framework: A Statistical View of Evolutionary Algorithms0
The Shaped Transformer: Attention Models in the Infinite Depth-and-Width Limit0
The Topology of Statistical Verifiability0
The Trade-offs of Domain Adaptation for Neural Language Models0
The twin peaks of learning neural networks0
The Universality Lens: Why Even Highly Over-Parametrized Models Learn Well0
The VIP Gallery for Video Processing Education0
The wisdom of networks: A general adaptation and learning mechanism of complex systems: The network core triggers fast responses to known stimuli; innovations require the slow network periphery and are encoded by core-remodeling0
Why does Throwing Away Data Improve Worst-Group Error?0
Tighter Problem-Dependent Regret Bounds in Reinforcement Learning without Domain Knowledge using Value Function Bounds0
Tight Lower Bound on the Probability of a Binomial Exceeding its Expectation0
Too Much Information Kills Information: A Clustering Perspective0
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