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model averaging

70 papers

Papers

Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization NeurIPS 2022 Fast Instrument Learning with Faster Rates NeurIPS 2022 Federated Learning With Position-Aware Neurons CVPR 2022 Learn Locally, Correct Globally: A Distributed Algorithm for Training Graph Neural Networks ICLR 2022 Model Averaging Is Asymptotically Better Than Model Selection For Prediction JMLR 2022 Personalization Improves Privacy-Accuracy Tradeoffs in Federated Learning ICML 2022 Unbiased estimators for random design regression JMLR 2022 Using Data Augmentation and Consistency Regularization to Improve Semi-supervised Speech Recognition Interspeech 2022 An online passive-aggressive algorithm for difference-of-squares classification NeurIPS 2021 Denoising Word Embeddings by Averaging in a Shared Space ACL 2021 Sageflow: Robust Federated Learning against Both Stragglers and Adversaries NeurIPS 2021 TenTrans Large-Scale Multilingual Machine Translation System for WMT21 EMNLP 2021 Test-time Collective Prediction NeurIPS 2021 YoungSheldon at SemEval-2021 Task 7: Fine-tuning Is All You Need SemEval 2021 Bayesian Deep Learning and a Probabilistic Perspective of Generalization NeurIPS 2020 Bayesian Network Model Averaging Classifiers by Subbagging PGM 2020 Functional Martingale Residual Process for High-Dimensional Cox Regression with Model Averaging JMLR 2020 GADMM: Fast and Communication Efficient Framework for Distributed Machine Learning JMLR 2020 Learning under Model Misspecification: Applications to Variational and Ensemble methods NeurIPS 2020 Meta-Learning PAC-Bayes Priors in Model Averaging AAAI 2020 Finding All Bayesian Network Structures within a Factor of Optimal AAAI 2019 Parallel Restarted SGD with Faster Convergence and Less Communication: Demystifying Why Model Averaging Works for Deep Learning AAAI 2019 Subspace Inference for Bayesian Deep Learning UAI 2019 Trading Redundancy for Communication: Speeding up Distributed SGD for Non-convex Optimization ICML 2019 Two Tiered Distributed Training Algorithm for Acoustic Modeling Interspeech 2019