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

On the Sample Complexity of Stability Constrained Imitation Learning L4DC 2022
Relational Reasoning via Set Transformers: Provable Efficiency and Applications to MARL NIPS 2022
On the Double Descent of Random Features Models Trained with SGD NIPS 2022
A New Family of Generalization Bounds Using Samplewise Evaluated CMI NIPS 2022
Generalization Analysis of Message Passing Neural Networks on Large Random Graphs NIPS 2022
Stability vs Implicit Bias of Gradient Methods on Separable Data and Beyond COLT 2022
What is a Good Metric to Study Generalization of Minimax Learners? NIPS 2022
Graph Convolution Network based Recommender Systems: Learning Guarantee and Item Mixture Powered Strategy NIPS 2022
On Combining Bags to Better Learn from Label Proportions AISTATS 2022
Block Contextual MDPs for Continual Learning L4DC 2022
PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization NIPS 2022
Rate-Distortion Theoretic Generalization Bounds for Stochastic Learning Algorithms COLT 2022
Topology-aware Generalization of Decentralized SGD ICML 2022
Stability Based Generalization Bounds for Exponential Family Langevin Dynamics ICML 2022
Understanding Gradual Domain Adaptation: Improved Analysis, Optimal Path and Beyond ICML 2022
Generalization Properties of NAS under Activation and Skip Connection Search NIPS 2022
Federated Learning with Positive and Unlabeled Data ICML 2022
Recovery and Generalization in Over-Realized Dictionary Learning JMLR 2022
Does the Data Induce Capacity Control in Deep Learning? ICML 2022
Robustness Implies Generalization via Data-Dependent Generalization Bounds ICML 2022
Generalization Bounds for Data-Driven Numerical Linear Algebra COLT 2022
Generalization Bounds using Lower Tail Exponents in Stochastic Optimizers ICML 2022
Non-Vacuous Generalisation Bounds for Shallow Neural Networks ICML 2022
Towards Understanding Sharpness-Aware Minimization ICML 2022
On the Optimization of Margin Distribution IJCAI 2022