generalization bound

On PAC-Bayesian reconstruction guarantees for VAEs AISTATS 2022 On Predicting Generalization using GANs ICLR 2022 On the Double Descent of Random Features Models Trained with SGD NeurIPS 2022 On the Effective Number of Linear Regions in Shallow Univariate ReLU Networks: Convergence Guarantees and Implicit Bias NeurIPS 2022 On the Generalization Analysis of Adversarial Learning ICML 2022 On the generalization of learning algorithms that do not converge NeurIPS 2022 On the Generalization Power of the Overfitted Three-Layer Neural Tangent Kernel Model NeurIPS 2022 On the Importance of Gradient Norm in PAC-Bayesian Bounds NeurIPS 2022 On the Optimization of Margin Distribution IJCAI 2022 On the Sample Complexity of Stability Constrained Imitation Learning L4DC 2022 Open Problem: Better Differentially Private Learning Algorithms with Margin Guarantees COLT 2022 Optimal Binary Classification Beyond Accuracy NeurIPS 2022 Optimal Weak to Strong Learning NeurIPS 2022 Optimization and Adaptive Generalization of Three layer Neural Networks ICLR 2022 PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization NeurIPS 2022 Parameters or Privacy: A Provable Tradeoff Between Overparameterization and Membership Inference NeurIPS 2022 Pay attention to your loss : understanding misconceptions about Lipschitz neural networks NeurIPS 2022 Prototype-Anchored Learning for Learning with Imperfect Annotations ICML 2022 Provable Generalization of Overparameterized Meta-learning Trained with SGD NeurIPS 2022 Quantum perceptron revisited: Computational-statistical tradeoffs UAI 2022 Rate-Distortion Theoretic Generalization Bounds for Stochastic Learning Algorithms COLT 2022 Recovery and Generalization in Over-Realized Dictionary Learning JMLR 2022 Relational Reasoning via Set Transformers: Provable Efficiency and Applications to MARL NeurIPS 2022 Risk Bounds of Multi-Pass SGD for Least Squares in the Interpolation Regime NeurIPS 2022 Robust Fine-Tuning of Deep Neural Networks with Hessian-based Generalization Guarantees ICML 2022