On Performance and Calibration of Natural Gradient Langevin Dynamics

On Performance and Calibration of Natural Gradient Langevin Dynamics

Producing deep neural network (DNN) models with calibrated confidence is essential for applications in many fields, such as medical image analysis, natural language processing, and robotics. Modern neural networks have been reported to be poorly calibrated compared with those from a decade ago. The...

书目详细资料
Main Authors:	Hanif Amal Robbani, Alhadi Bustamam, Risman Adnan, Shandar Ahmad
格式:	文件
语言:	English
出版:	IEEE 2023-01-01
丛编:	IEEE Access
主题:	Natural gradient second-order optimization Bayesian deep learning Langevin dynamics confidence calibration predictive uncertainty
在线阅读:	https://ieeexplore.ieee.org/document/10131934/

相似书籍

Fast Sampling of Score-Based Models With Cyclical Diffusion Sampling
由: Karimul Makhtidi, et al.
出版: (2024-01-01)

On a generalization of fractional Langevin equation with boundary conditions
由: Zheng Kou, et al.
出版: (2022-01-01)

Dynamical Sampling with Langevin Normalization Flows
由: Minghao Gu, et al.
出版: (2019-11-01)

Calibration with confidence: a principled method for panel assessment
由: R. S. MacKay, et al.
出版: (2017-01-01)

Lévy-walk-like Langevin dynamics
由: Xudong Wang, et al.
出版: (2019-01-01)

Analysis of simplifications of numerical schemes for Langevin equation, effect of variations in the correlation of augmentations
由: Dmitry Alexandrovich Turchenkov, et al.
出版: (2012-06-01)

A Study on the Calibrated Confidence of Text Classification Using a Variational Bayes
由: Juhyun Lee, et al.
出版: (2022-09-01)

Memory Effects, Multiple Time Scales and Local Stability in Langevin Models of the S&P500 Market Correlation
由: Tobias Wand, et al.
出版: (2023-08-01)

Convergence Rates for the Constrained Sampling via Langevin Monte Carlo
由: Yuanzheng Zhu
出版: (2023-08-01)

Effective Langevin equations for a polar tracer in an active bath
由: Miloš Knežević, et al.
出版: (2020-01-01)

Minimum Information Variability in Linear Langevin Systems via Model Predictive Control
由: Adrian-Josue Guel-Cortez, et al.
出版: (2024-04-01)

New technique for controllability results of Hilfer fractional hybrid Langevin dynamical system
由: B. Radhakrishnan, et al.
出版: (2024-06-01)

Validação da metodologia da avaliação de incerteza em curvas de calibração melhor ajustadas por polinômios de segundo grau Methodology validation for evaluation of the uncertainty in the calibration curves better adjusted for second-degree polynomials
由: Elcio Cruz de Oliveira, et al.
出版: (2009-01-01)

The Langevin equation : with applications to stochastic problems in physics, chemistry, and electrical engineering /
由: Coffey, William, 1948-, et al.
出版: (2012)

The langevin equation : with applications to stochastic problems in physics, chemistry and electrical engineering /
由: Coffey, William, 1948-, et al.
出版: (2004)

Nonlinear Dynamic Modeling of Langevin-Type Piezoelectric Transducers
由: Nicolás Peréz Alvarez, et al.
出版: (2015-11-01)

On the numerical schemes for Langevin-type equations
由: M. Akat, et al.
出版: (2020-09-01)

From the Underdamped Generalized Elastic Model to the Single Particle Langevin Description
由: Alessandro Taloni
出版: (2017-01-01)

Inferring temporal dynamics from cross-sectional data using Langevin dynamics
由: Pritha Dutta, et al.
出版: (2021-11-01)

Ultrasonic Enhancement of Chondrogenesis in Mesenchymal Stem Cells by Bolt-Clamped Langevin Transducers
由: Jinhyuk Kim, et al.
出版: (2023-01-01)

Nuclear fission problem and Langevin equation
由: M Sakhaee, et al.
出版: (2011-12-01)

Neural Langevin Dynamical Sampling
由: Minghao Gu, et al.
出版: (2020-01-01)

MixPatch: A New Method for Training Histopathology Image Classifiers
由: Youngjin Park, et al.
出版: (2022-06-01)

Confidence Region for Calibration Function Coefficients
由: Ráboňová Petra, et al.
出版: (2018-10-01)

Time-Dependent Charge Carrier Transport with Hall Effect in Organic Semiconductors for Langevin and Non-Langevin Systems
由: Seema Morab, et al.
出版: (2022-12-01)

Quarkonia Production and Dissociation in a Langevin Approach
由: Nadja Krenz, et al.
出版: (2019-04-01)

An attempt toward the generalized Langevin dynamics simulation
由: B.Kim, et al.
出版: (2008-03-01)

Langevin Dynamics with Variable Coefficients and Nonconservative Forces: From Stationary States to Numerical Methods
由: Matthias Sachs, et al.
出版: (2017-11-01)

Existence results for Langevin equation with Riesz-Caputo fractional derivative
由: Naas Adjimi, et al.
出版: (2022-04-01)

Closed-Loop Uncertainty: The Evaluation and Calibration of Uncertainty for Human–Machine Teams under Data Drift
由: Zachary Bishof, et al.
出版: (2023-10-01)

Langevin Dynamics Study on the Driven Translocation of Polymer Chains with a Hairpin Structure
由: Fan Wu, et al.
出版: (2024-08-01)

Fast and Accurate Numerical Integration of the Langevin Equation with Multiplicative Gaussian White Noise
由: Mykhaylo Evstigneev, et al.
出版: (2024-10-01)

Propensities and Second Order Uncertainty: A Modified Taxi Cab Problem
由: Stephen H. Dewitt, et al.
出版: (2020-10-01)

Reducing Overconfidence Predictions in Autonomous Driving Perception
由: Gledson Melotti, et al.
出版: (2022-01-01)

Novel Bayesian Inference-Based Approach for the Uncertainty Characterization of Zhang’s Camera Calibration Method
由: Ramón Gutiérrez-Moizant, et al.
出版: (2023-09-01)

Linear Langevin-Based Models Providing Predictive Descriptive Statistics for Postural Sway
由: Yuta Tawaki, et al.
出版: (2021-01-01)

Non-asymptotic convergence bounds for modified tamed unadjusted Langevin algorithm in non-convex setting
由: Neufeld, Ariel, et al.
出版: (2025)

Accelerating Convergence of Langevin Dynamics via Adaptive Irreversible Perturbations
由: Zhenqing Wu, et al.
出版: (2023-12-01)

On the Link between the Langevin Equation and the Coagulation Kernels of Suspended Nanoparticles
由: José Morán
出版: (2022-09-01)

On the singular-hybrid type of the Langevin fractional differential equation with a numerical approach
由: Samane Ijadi, et al.
出版: (2024-10-01)