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algorithmic stability

82 papers

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Co-occurring keywords

generalization bound (652) stochastic gradient descent (1091) generalization error (285) non-convex optimization (547) learning theory (519) differential privacy (1016) uniform stability (23) neural network (6616) convex optimization (1321) statistical learning (351)

Papers

Toward Better PAC-Bayes Bounds for Uniformly Stable Algorithms NIPS 2023
Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks NIPS 2022
Regularization Guarantees Generalization in Bayesian Reinforcement Learning through Algorithmic Stability AAAI 2022
Stability vs Implicit Bias of Gradient Methods on Separable Data and Beyond COLT 2022
How Good Is Your Explanation? Algorithmic Stability Measures To Assess the Quality of Explanations for Deep Neural Networks WACV 2022
Stability of SGD: Tightness analysis and improved bounds UAI 2022
On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-smoothness and Beyond NIPS 2022
Characterization of Excess Risk for Locally Strongly Convex Population Risk NIPS 2022
Stable Conformal Prediction Sets ICML 2022
Topology-aware Generalization of Decentralized SGD ICML 2022
Stability and Generalization for Markov Chain Stochastic Gradient Methods NIPS 2022
Fine-Grained Analysis of Stability and Generalization for Modern Meta Learning Algorithms NIPS 2022
On the generalization of learning algorithms that do not converge NIPS 2022
Modeling the Machine Learning Multiverse NIPS 2022
Stability and Generalization for Randomized Coordinate Descent IJCAI 2021
Train simultaneously, generalize better: Stability of gradient-based minimax learners ICML 2021
On Data Efficiency of Meta-learning AISTATS 2021
Toward Better Generalization Bounds with Locally Elastic Stability ICML 2021
Optimal Rates for Random Order Online Optimization NIPS 2021
Generalization of Model-Agnostic Meta-Learning Algorithms: Recurring and Unseen Tasks NIPS 2021
On the Algorithmic Stability of Adversarial Training NIPS 2021
Stability and Generalization of Stochastic Gradient Methods for Minimax Problems ICML 2021
Fine-grained Generalization Analysis of Structured Output Prediction IJCAI 2021
Algorithmic stability and generalization of an unsupervised feature selection algorithm NIPS 2021
Algorithmic Instabilities of Accelerated Gradient Descent NIPS 2021