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Learning Theory

5,312 papers

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Papers

On Optimal Learning Under Targeted Data Poisoning NIPS 2022
Analyzing Lottery Ticket Hypothesis from PAC-Bayesian Theory Perspective NIPS 2022
From Gradient Flow on Population Loss to Learning with Stochastic Gradient Descent NIPS 2022
A Theoretical Understanding of Gradient Bias in Meta-Reinforcement Learning NIPS 2022
PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization NIPS 2022
Black-Box Generalization: Stability of Zeroth-Order Learning NIPS 2022
On the Stability and Scalability of Node Perturbation Learning NIPS 2022
Differentially Private Learning with Margin Guarantees NIPS 2022
Self-Consistent Dynamical Field Theory of Kernel Evolution in Wide Neural Networks NIPS 2022
On Robust Multiclass Learnability NIPS 2022
Improved Fine-Tuning by Better Leveraging Pre-Training Data NIPS 2022
On the Effective Number of Linear Regions in Shallow Univariate ReLU Networks: Convergence Guarantees and Implicit Bias NIPS 2022
Benefits of Additive Noise in Composing Classes with Bounded Capacity NIPS 2022
In What Ways Are Deep Neural Networks Invariant and How Should We Measure This? NIPS 2022
Optimal Weak to Strong Learning NIPS 2022
The Power and Limitation of Pretraining-Finetuning for Linear Regression under Covariate Shift NIPS 2022
Single-pass Streaming Lower Bounds for Multi-armed Bandits Exploration with Instance-sensitive Sample Complexity NIPS 2022
Learning Two-Player Markov Games: Neural Function Approximation and Correlated Equilibrium NIPS 2022
Near-Optimal Regret for Adversarial MDP with Delayed Bandit Feedback NIPS 2022
A Unifying Framework for Online Optimization with Long-Term Constraints NIPS 2022
A Simple and Optimal Policy Design for Online Learning with Safety against Heavy-tailed Risk NIPS 2022
The Franz-Parisi Criterion and Computational Trade-offs in High Dimensional Statistics NIPS 2022
Structural Analysis of Branch-and-Cut and the Learnability of Gomory Mixed Integer Cuts NIPS 2022
When are Local Queries Useful for Robust Learning? NIPS 2022
Near-Optimal Goal-Oriented Reinforcement Learning in Non-Stationary Environments NIPS 2022