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Conference

PAC-Bayesian Error Bound, via Rényi Divergence, for a Class of Linear Time-Invariant State-Space Models

Subjects: machine learning; PAC-Bayesian bounds; dynamical systemsVienne; Austria

  • Source: Proceedings of the 41st International Conference on Machine Learning ; 41st International Conference on Machine Learning ; https://hal.science/hal-04787629 ; 41st International Conference on Machine

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Academic Journal

Plug-and-Play Split Gibbs Sampler: Embedding Deep Generative Priors in Bayesian Inference

Subjects: Bayesian inference; plug-and-play prior; deep generative model

  • Source: ISSN: 1057-7149 ; IEEE Transactions on Image Processing ; https://hal.science/hal-04602765 ; IEEE Transactions on Image Processing, 2024, 33, pp.3496-3507. ⟨10.1109/TIP.2024.3404338⟩.

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Conference

Two-Level Algorithm Combining Bayesian Optimization and Swarm Intelligence for Variable-Size Optimal Layout Problems

Subjects: bayesian optimization; swarm intelligence; multilevel optimizationLisbonne; Portugal

  • Source: GECCO '23 Companion: Companion Conference on Genetic and Evolutionary Computation ; https://inria.hal.science/hal-04381343 ; GECCO '23 Companion: Companion Conference on Genetic and Evolutionary

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Conference

Augmented Bayesian Policy Search

Subjects: [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]; [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [MATH.MATH-OC]Mathematics [math]/Optimization and Control [math.OC]Vienna; Austria

  • Source: The Twelfth International Conference on Learning Representations (ICLR) ; https://hal.science/hal-04616536 ; The Twelfth International Conference on Learning Representations (ICLR), May 2024, Vienna,

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Academic Journal

Signal Denoising and Detection for Uplink in LoRa Networks based on Bayesian-optimized Deep Neural Networks

Subjects: LoRa; IoT; deep learning

  • Source: ISSN: 1089-7798 ; IEEE Communications Letters ; https://cnrs.hal.science/hal-04168105 ; IEEE Communications Letters, 2023, 27 (1), pp.214 - 218. ⟨10.1109/LCOMM.2022.3217337⟩.

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Conference

Parallel Bayesian Optimization for Optimal Scheduling of Underground Pumped Hydro-Energy Storage Systems

Subjects: Bayesian Optimization; Gaussian Process; Batch-based ParallelismLyon (remote); France

  • Source: IEEE Xplore ; IPDPSw PDCO - Parallel / Distributed Combinatorics and Optimization ; https://hal.science/hal-03701671 ; IPDPSw PDCO - Parallel / Distributed Combinatorics and Optimization, May 2022,

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Conference

Accelerated NAS via pretrained ensembles and multi-fidelity Bayesian Optimization

Subjects: Neural Architecture Search; Deep Ensembles; Multi-fidelity BOLugano; Switzerland

  • Source: Conference proceedings are published by Springer in Lecture Notes in Computer Science ; 33rd International Conference on Artificial Neural Networks (ICANN) ; https://hal.science/hal-04611343 ; 33rd

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Academic Journal

Bayesian Uncertainty Quantification for Anaerobic Digestion models

Subjects: Biochemical reaction networks; Computational model; Predictive power

  • Source: ISSN: 0960-8524 ; Bioresource Technology ; https://hal.science/hal-04592670 ; Bioresource Technology, 2024, 394, ⟨10.1016/j.biortech.2023.130147⟩.

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