conftrace_

generalization bound

652 papers

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Co-occurring keywords

learning theory (519) neural network (6616) stochastic gradient descent (1091) algorithmic stability (82) rademacher complexity (109) sample complexity (1169) generalization error (285) pac-bayes bound (53) kernel methods (1097) neural network optimization (1293)

Papers

Rate-Distortion Theoretic Generalization Bounds for Stochastic Learning Algorithms COLT 2022
On the Importance of Gradient Norm in PAC-Bayesian Bounds NIPS 2022
Sharp Analysis of Random Fourier Features in Classification AAAI 2022
Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness NIPS 2022
Causal forecasting: generalization bounds for autoregressive models UAI 2022
Simplified and unified analysis of various learning problems by reduction to Multiple-Instance Learning UAI 2022
Quantum perceptron revisited: Computational-statistical tradeoffs UAI 2022
On the Sample Complexity of Stability Constrained Imitation Learning L4DC 2022
Fairness Trade-Offs and Partial Debiasing ACML 2022
Chained generalisation bounds COLT 2022
Graph Convolution Network based Recommender Systems: Learning Guarantee and Item Mixture Powered Strategy NIPS 2022
On the generalization of learning algorithms that do not converge NIPS 2022
Learnability of Competitive Threshold Models IJCAI 2022
Relational Reasoning via Set Transformers: Provable Efficiency and Applications to MARL NIPS 2022
Conditionally Gaussian PAC-Bayes AISTATS 2022
Stability Analysis and Generalization Bounds of Adversarial Training NIPS 2022
Integral Probability Metrics PAC-Bayes Bounds NIPS 2022
Fast-Rate PAC-Bayesian Generalization Bounds for Meta-Learning ICML 2022
Provable Generalization of Overparameterized Meta-learning Trained with SGD NIPS 2022
Robust Fine-Tuning of Deep Neural Networks with Hessian-based Generalization Guarantees ICML 2022
Spectral Bias Outside the Training Set for Deep Networks in the Kernel Regime NIPS 2022
Generalization Properties of NAS under Activation and Skip Connection Search NIPS 2022
A New Family of Generalization Bounds Using Samplewise Evaluated CMI NIPS 2022
Generalized Federated Learning via Sharpness Aware Minimization ICML 2022
Investigating Generalization by Controlling Normalized Margin ICML 2022