Uncertainty-Aware Solar Flare Regression
Fuente:
arXiv
Saved in:
| Main Authors: | Hong, Jinsu, Pandey, Chetraj, Aydin, Berkay |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Embedding Ordinality to Binary Loss Function for Improving Solar Flare Forecasting
by: Pandey, Chetraj, et al.
Published: (2024)
by: Pandey, Chetraj, et al.
Published: (2024)
Large Scale Evaluation of Deep Learning-based Explainable Solar Flare Forecasting Models with Attribution-based Proximity Analysis
by: Adeyeha, Temitope, et al.
Published: (2024)
by: Adeyeha, Temitope, et al.
Published: (2024)
Ordinal Encoding as a Regularizer in Binary Loss for Solar Flare Prediction
by: Pandey, Chetraj, et al.
Published: (2025)
by: Pandey, Chetraj, et al.
Published: (2025)
Unveiling the Potential of Deep Learning Models for Solar Flare Prediction in Near-Limb Regions
by: Pandey, Chetraj, et al.
Published: (2023)
by: Pandey, Chetraj, et al.
Published: (2023)
Advancing Solar Flare Prediction using Deep Learning with Active Region Patches
by: Pandey, Chetraj, et al.
Published: (2024)
by: Pandey, Chetraj, et al.
Published: (2024)
Towards Hybrid Embedded Feature Selection and Classification Approach with Slim-TSF
by: Ji, Anli, et al.
Published: (2024)
by: Ji, Anli, et al.
Published: (2024)
Active Region-based Flare Forecasting with Sliding Window Multivariate Time Series Forest Classifiers
by: Ji, Anli, et al.
Published: (2024)
by: Ji, Anli, et al.
Published: (2024)
FLARE-SSM: Deep State Space Models with Influence-Balanced Loss for 72-Hour Solar Flare Prediction
by: Takagi, Yusuke, et al.
Published: (2025)
by: Takagi, Yusuke, et al.
Published: (2025)
CORONA-Fields: Leveraging Foundation Models for Classification of Solar Wind Phenomena
by: Martin, Daniela, et al.
Published: (2025)
by: Martin, Daniela, et al.
Published: (2025)
Flat U-Net: An Efficient Ultralightweight Model for Solar Filament Segmentation in Full-disk H$α$ Images
by: Zhu, GaoFei, et al.
Published: (2025)
by: Zhu, GaoFei, et al.
Published: (2025)
A Quantum Fuzzy-based Approach for Real-Time Detection of Solar Coronal Holes
by: Bandyopadhyay, Sanmoy, et al.
Published: (2024)
by: Bandyopadhyay, Sanmoy, et al.
Published: (2024)
A Foundation Model for the Solar Dynamics Observatory
by: Walsh, James, et al.
Published: (2024)
by: Walsh, James, et al.
Published: (2024)
Solar Filaments Detection using Active Contours Without Edges
by: Bandyopadhyay, Sanmoy, et al.
Published: (2024)
by: Bandyopadhyay, Sanmoy, et al.
Published: (2024)
Deep Computer Vision for Solar Physics Big Data: Opportunities and Challenges
by: Shen, Bo, et al.
Published: (2024)
by: Shen, Bo, et al.
Published: (2024)
SPACE-SUIT: An Artificial Intelligence Based Chromospheric Feature Extractor and Classifier for SUIT
by: Seth, Pranava, et al.
Published: (2024)
by: Seth, Pranava, et al.
Published: (2024)
Multimodal Flare Forecasting with Deep Learning
by: Francisco, Grégoire, et al.
Published: (2024)
by: Francisco, Grégoire, et al.
Published: (2024)
AI Foundation Model for Heliophysics: Applications, Design, and Implementation
by: Roy, Sujit, et al.
Published: (2024)
by: Roy, Sujit, et al.
Published: (2024)
Effectiveness of High-Dimensional Distance Metrics on Solar Flare Time Series
by: Rohlfing, Elaina, et al.
Published: (2025)
by: Rohlfing, Elaina, et al.
Published: (2025)
Inspectorch: Efficient rare event exploration in solar observations
by: Baso, C. J. Díaz, et al.
Published: (2026)
by: Baso, C. J. Díaz, et al.
Published: (2026)
Prediction of Major Solar Flares Using Interpretable Class-dependent Reward Framework with Active Region Magnetograms and Domain Knowledge
by: Wu, Zixian, et al.
Published: (2026)
by: Wu, Zixian, et al.
Published: (2026)
Scalable Machine Learning Analysis of Parker Solar Probe Solar Wind Data
by: Martin, Daniela, et al.
Published: (2025)
by: Martin, Daniela, et al.
Published: (2025)
Predicting Associations between Solar Flares and Coronal Mass Ejections Using SDO/HMI Magnetograms and a Hybrid Neural Network
by: Li, Jialiang, et al.
Published: (2026)
by: Li, Jialiang, et al.
Published: (2026)
Short-term Classification of Strong Solar Energetic Particle Events using Multivariate Time Series Classifiers
by: Rotti, Sumanth A., et al.
Published: (2024)
by: Rotti, Sumanth A., et al.
Published: (2024)
CIPHER: Scalable Time Series Analysis for Physical Sciences with Application to Solar Wind Phenomena
by: Kobayashi, Jasmine R., et al.
Published: (2025)
by: Kobayashi, Jasmine R., et al.
Published: (2025)
EdgeAttNet: Towards Barb-Aware Filament Segmentation
by: Solomon, Victor, et al.
Published: (2025)
by: Solomon, Victor, et al.
Published: (2025)
Extreme Solar Flare Prediction Using Residual Networks with HMI Magnetograms and Intensitygrams
by: Yun, Juyoung, et al.
Published: (2024)
by: Yun, Juyoung, et al.
Published: (2024)
Solar Flare Forecast: A Comparative Analysis of Machine Learning Algorithms for Solar Flare Class Prediction
by: Bringewald, Julia
Published: (2025)
by: Bringewald, Julia
Published: (2025)
An Interpretable Machine Learning Approach to Understanding the Relationships between Solar Flares and Source Active Regions
by: Cavus, Huseyin, et al.
Published: (2025)
by: Cavus, Huseyin, et al.
Published: (2025)
Enhancing Multivariate Time Series-based Solar Flare Prediction with Multifaceted Preprocessing and Contrastive Learning
by: EskandariNasab, MohammadReza, et al.
Published: (2024)
by: EskandariNasab, MohammadReza, et al.
Published: (2024)
An Image Quality Evaluation and Masking Algorithm Based On Pre-trained Deep Neural Networks
by: Jia, Peng, et al.
Published: (2024)
by: Jia, Peng, et al.
Published: (2024)
StrCGAN: A Generative Framework for Stellar Image Restoration
by: Parmar, Shantanusinh, et al.
Published: (2025)
by: Parmar, Shantanusinh, et al.
Published: (2025)
Photometry of Saturated Stars with Neural Networks
by: Winecki, Dominik, et al.
Published: (2024)
by: Winecki, Dominik, et al.
Published: (2024)
Contrastive Representation Learning for Predicting Solar Flares from Extremely Imbalanced Multivariate Time Series Data
by: Vural, Onur, et al.
Published: (2024)
by: Vural, Onur, et al.
Published: (2024)
Anticipating Solar Flares
by: Hudson, Hugh S.
Published: (2024)
by: Hudson, Hugh S.
Published: (2024)
Detecting and Classifying Flares in High-Resolution Solar Spectra with Supervised Machine Learning
by: Hao, Nicole, et al.
Published: (2024)
by: Hao, Nicole, et al.
Published: (2024)
Precise and Accurate Short-term Forecasting of Solar Energetic Particle Events with Multivariate Time Series Classifiers
by: Rotti, Sumanth A., et al.
Published: (2024)
by: Rotti, Sumanth A., et al.
Published: (2024)
Solar Sources of Flares and CMEs
by: Toriumi, Shin
Published: (2024)
by: Toriumi, Shin
Published: (2024)
Evolution of Flare Ribbon Bead-like Structures in a Solar Flare
by: French, Ryan J., et al.
Published: (2025)
by: French, Ryan J., et al.
Published: (2025)
Deep learning image burst stacking to reconstruct high-resolution ground-based solar observations
by: Schirninger, Christoph, et al.
Published: (2025)
by: Schirninger, Christoph, et al.
Published: (2025)
Class-Based Time Series Data Augmentation to Mitigate Extreme Class Imbalance for Solar Flare Prediction
by: Wen, Junzhi, et al.
Published: (2024)
by: Wen, Junzhi, et al.
Published: (2024)
Similar Items
-
Embedding Ordinality to Binary Loss Function for Improving Solar Flare Forecasting
by: Pandey, Chetraj, et al.
Published: (2024) -
Large Scale Evaluation of Deep Learning-based Explainable Solar Flare Forecasting Models with Attribution-based Proximity Analysis
by: Adeyeha, Temitope, et al.
Published: (2024) -
Ordinal Encoding as a Regularizer in Binary Loss for Solar Flare Prediction
by: Pandey, Chetraj, et al.
Published: (2025) -
Unveiling the Potential of Deep Learning Models for Solar Flare Prediction in Near-Limb Regions
by: Pandey, Chetraj, et al.
Published: (2023) -
Advancing Solar Flare Prediction using Deep Learning with Active Region Patches
by: Pandey, Chetraj, et al.
Published: (2024)