SOTAVerified

Learning Theory

Learning theory

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–300 of 852 papers

TitleStatusHype
Graph Neural Networks Provably Benefit from Structural Information: A Feature Learning Perspective—0
Scaling MLPs: A Tale of Inductive BiasCode1
A primal-dual data-driven method for computational optical imaging with a photonic lanternCode0
Exact Count of Boundary Pieces of ReLU Classifiers: Towards the Proper Complexity Measure for Classification—0
Learning to Defend by Attacking (and Vice-Versa): Transfer of Learning in Cybersecurity Games—0
On the Sample Complexity of Imitation Learning for Smoothed Model Predictive Control—0
Improving Energy Conserving Descent for Machine Learning: Theory and PracticeCode0
Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability—0
Benign Overfitting in Deep Neural Networks under Lazy Training—0
Embedding Inequalities for Barron-type Spaces—0
How Does Information Bottleneck Help Deep Learning?Code1
Improving Generalization of Complex Models under Unbounded Loss Using PAC-Bayes Bounds—0
How many samples are needed to leverage smoothness?—0
Data-driven Mixed Integer Optimization through Probabilistic Multi-variable Branching—0
Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient Descent—0
How Spurious Features Are Memorized: Precise Analysis for Random and NTK FeaturesCode0
Supervised learning with probabilistic morphisms and kernel mean embeddings—0
Learnability with Time-Sharing Computational Resource Concerns—0
The ART of Transfer Learning: An Adaptive and Robust Pipeline—0
Optimal PAC Bounds Without Uniform Convergence—0
Challenges of learning multi-scale dynamics with AI weather models: Implications for stability and one solutionCode0
Depth Separation with Multilayer Mean-Field Networks—0
Bayesian Free Energy of Deep ReLU Neural Network in Overparametrized Cases—0
Double Descent Demystified: Identifying, Interpreting & Ablating the Sources of a Deep Learning PuzzleCode1
Type-II Saddles and Probabilistic Stability of Stochastic Gradient Descent—0
Uniform Risk Bounds for Learning with Dependent Data Sequences—0
Lower Generalization Bounds for GD and SGD in Smooth Stochastic Convex Optimization—0
Distribution-free Deviation Bounds and The Role of Domain Knowledge in Learning via Model Selection with Cross-validation Risk Estimation—0
ERUDITE: Human-in-the-Loop IoT for an Adaptive Personalized Learning System—0
Margin theory for the scenario-based approach to robust optimization in high dimension—0
Near Optimal Memory-Regret Tradeoff for Online Learning—0
Learning curves for deep structured Gaussian feature models—0
Exponential Hardness of Reinforcement Learning with Linear Function Approximation—0
Generative Models of Huge Objects—0
New Guarantees for Learning Revenue Maximizing Menus of Lotteries and Two-Part Tariffs—0
Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles—0
Kernel-Based Distributed Q-Learning: A Scalable Reinforcement Learning Approach for Dynamic Treatment Regimes—0
Statistical Inference for Linear Functionals of Online SGD in High-dimensional Linear Regression—0
Stability-based Generalization Analysis for Mixtures of Pointwise and Pairwise Learning—0
Computational Complexity of Learning Neural Networks: Smoothness and Degeneracy—0
Quantum Learning Theory Beyond Batch Binary Classification—0
Variational Bayesian Neural Networks via Resolution of SingularitiesCode0
On the Complexity of Computing Gödel Numbers—0
Generalization Bounds with Data-dependent Fractal DimensionsCode0
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design—0
A Comprehensive Survey of Continual Learning: Theory, Method and ApplicationCode1
Compression, Generalization and Learning—0
Sampling-based Nyström Approximation and Kernel QuadratureCode0
Learning stability of partially observed switched linear systems—0
Stretched and measured neural predictions of complex network dynamics—0
Show:102550
← PrevPage 6 of 18Next →

No leaderboard results yet.