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...

Szczegółowa specyfikacja

Opis bibliograficzny
Główni autorzy:	Hanif Amal Robbani, Alhadi Bustamam, Risman Adnan, Shandar Ahmad
Format:	Artykuł
Język:	English
Wydane:	IEEE 2023-01-01
Seria:	IEEE Access
Hasła przedmiotowe:	Natural gradient second-order optimization Bayesian deep learning Langevin dynamics confidence calibration predictive uncertainty
Dostęp online:	https://ieeexplore.ieee.org/document/10131934/

Podobne zapisy

Fast Sampling of Score-Based Models With Cyclical Diffusion Sampling
od: Karimul Makhtidi, i wsp.
Wydane: (2024-01-01)

On a generalization of fractional Langevin equation with boundary conditions
od: Zheng Kou, i wsp.
Wydane: (2022-01-01)

Dynamical Sampling with Langevin Normalization Flows
od: Minghao Gu, i wsp.
Wydane: (2019-11-01)

Calibration with confidence: a principled method for panel assessment
od: R. S. MacKay, i wsp.
Wydane: (2017-01-01)

Lévy-walk-like Langevin dynamics
od: Xudong Wang, i wsp.
Wydane: (2019-01-01)

Analysis of simplifications of numerical schemes for Langevin equation, effect of variations in the correlation of augmentations
od: Dmitry Alexandrovich Turchenkov, i wsp.
Wydane: (2012-06-01)

A Study on the Calibrated Confidence of Text Classification Using a Variational Bayes
od: Juhyun Lee, i wsp.
Wydane: (2022-09-01)

Memory Effects, Multiple Time Scales and Local Stability in Langevin Models of the S&P500 Market Correlation
od: Tobias Wand, i wsp.
Wydane: (2023-08-01)

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

Effective Langevin equations for a polar tracer in an active bath
od: Miloš Knežević, i wsp.
Wydane: (2020-01-01)

Minimum Information Variability in Linear Langevin Systems via Model Predictive Control
od: Adrian-Josue Guel-Cortez, i wsp.
Wydane: (2024-04-01)

New technique for controllability results of Hilfer fractional hybrid Langevin dynamical system
od: B. Radhakrishnan, i wsp.
Wydane: (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
od: Elcio Cruz de Oliveira, i wsp.
Wydane: (2009-01-01)

The Langevin equation : with applications to stochastic problems in physics, chemistry, and electrical engineering /
od: Coffey, William, 1948-, i wsp.
Wydane: (2012)

The langevin equation : with applications to stochastic problems in physics, chemistry and electrical engineering /
od: Coffey, William, 1948-, i wsp.
Wydane: (2004)

Nonlinear Dynamic Modeling of Langevin-Type Piezoelectric Transducers
od: Nicolás Peréz Alvarez, i wsp.
Wydane: (2015-11-01)

On the numerical schemes for Langevin-type equations
od: M. Akat, i wsp.
Wydane: (2020-09-01)

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

Inferring temporal dynamics from cross-sectional data using Langevin dynamics
od: Pritha Dutta, i wsp.
Wydane: (2021-11-01)

Ultrasonic Enhancement of Chondrogenesis in Mesenchymal Stem Cells by Bolt-Clamped Langevin Transducers
od: Jinhyuk Kim, i wsp.
Wydane: (2023-01-01)

Nuclear fission problem and Langevin equation
od: M Sakhaee, i wsp.
Wydane: (2011-12-01)

Neural Langevin Dynamical Sampling
od: Minghao Gu, i wsp.
Wydane: (2020-01-01)

MixPatch: A New Method for Training Histopathology Image Classifiers
od: Youngjin Park, i wsp.
Wydane: (2022-06-01)

Confidence Region for Calibration Function Coefficients
od: Ráboňová Petra, i wsp.
Wydane: (2018-10-01)

Time-Dependent Charge Carrier Transport with Hall Effect in Organic Semiconductors for Langevin and Non-Langevin Systems
od: Seema Morab, i wsp.
Wydane: (2022-12-01)

Quarkonia Production and Dissociation in a Langevin Approach
od: Nadja Krenz, i wsp.
Wydane: (2019-04-01)

An attempt toward the generalized Langevin dynamics simulation
od: B.Kim, i wsp.
Wydane: (2008-03-01)

Langevin Dynamics with Variable Coefficients and Nonconservative Forces: From Stationary States to Numerical Methods
od: Matthias Sachs, i wsp.
Wydane: (2017-11-01)

Existence results for Langevin equation with Riesz-Caputo fractional derivative
od: Naas Adjimi, i wsp.
Wydane: (2022-04-01)

Closed-Loop Uncertainty: The Evaluation and Calibration of Uncertainty for Human–Machine Teams under Data Drift
od: Zachary Bishof, i wsp.
Wydane: (2023-10-01)

Langevin Dynamics Study on the Driven Translocation of Polymer Chains with a Hairpin Structure
od: Fan Wu, i wsp.
Wydane: (2024-08-01)

Fast and Accurate Numerical Integration of the Langevin Equation with Multiplicative Gaussian White Noise
od: Mykhaylo Evstigneev, i wsp.
Wydane: (2024-10-01)

Propensities and Second Order Uncertainty: A Modified Taxi Cab Problem
od: Stephen H. Dewitt, i wsp.
Wydane: (2020-10-01)

Reducing Overconfidence Predictions in Autonomous Driving Perception
od: Gledson Melotti, i wsp.
Wydane: (2022-01-01)

Novel Bayesian Inference-Based Approach for the Uncertainty Characterization of Zhang’s Camera Calibration Method
od: Ramón Gutiérrez-Moizant, i wsp.
Wydane: (2023-09-01)

Linear Langevin-Based Models Providing Predictive Descriptive Statistics for Postural Sway
od: Yuta Tawaki, i wsp.
Wydane: (2021-01-01)

Non-asymptotic convergence bounds for modified tamed unadjusted Langevin algorithm in non-convex setting
od: Neufeld, Ariel, i wsp.
Wydane: (2025)

Accelerating Convergence of Langevin Dynamics via Adaptive Irreversible Perturbations
od: Zhenqing Wu, i wsp.
Wydane: (2023-12-01)

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

On the singular-hybrid type of the Langevin fractional differential equation with a numerical approach
od: Samane Ijadi, i wsp.
Wydane: (2024-10-01)