Learning-guided Kansa collocation for forward and inverse PDEs beyond linearity
Fuente:
arXiv
Saved in:
| Main Authors: | Hu, Zheyuan, Chen, Weitao, Öztireli, Cengiz, Zhou, Chenliang, Zhong, Fangcheng |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Physics-Informed Learning of Microvascular Flow Models using Graph Neural Networks
by: Botta, Paolo, et al.
Published: (2025)
by: Botta, Paolo, et al.
Published: (2025)
Compact Model of Linear Passive Integrated Photonics Device for Photon Design Automation
by: Zhang, Zijian
Published: (2025)
by: Zhang, Zijian
Published: (2025)
Semi-Supervised Learning for AVO Inversion with Strong Spatial Feature Constraints
by: Liu, Yingtian, et al.
Published: (2025)
by: Liu, Yingtian, et al.
Published: (2025)
Semigroup Consistency as a Diagnostic for Learned Physics Simulators
by: Shikhman, Lennon J.
Published: (2026)
by: Shikhman, Lennon J.
Published: (2026)
High-resolution closed-loop seismic inversion network in time-frequency phase mixed domain
by: Liu, Yingtian, et al.
Published: (2024)
by: Liu, Yingtian, et al.
Published: (2024)
FluidWorld: Reaction-Diffusion Dynamics as a Predictive Substrate for World Models
by: Polly, Fabien
Published: (2026)
by: Polly, Fabien
Published: (2026)
Teacher-Student Guided Inverse Modeling for Steel Final Hardness Estimation
by: Alsheikh, Ahmad, et al.
Published: (2025)
by: Alsheikh, Ahmad, et al.
Published: (2025)
I-GLIDE: Input Groups for Latent Health Indicators in Degradation Estimation
by: Thil, Lucas, et al.
Published: (2025)
by: Thil, Lucas, et al.
Published: (2025)
Atom dimension adaptation for infinite set dictionary learning
by: Băltoiu, Andra, et al.
Published: (2024)
by: Băltoiu, Andra, et al.
Published: (2024)
Adaptive Kernel Methods
by: Dózsa, Tamás, et al.
Published: (2026)
by: Dózsa, Tamás, et al.
Published: (2026)
Data-induced multiscale losses and efficient multirate gradient descent schemes
by: He, Juncai, et al.
Published: (2024)
by: He, Juncai, et al.
Published: (2024)
Non-convex cost functionals in boosting algorithms and methods for panel selection
by: Visentin, Marco
Published: (2001)
by: Visentin, Marco
Published: (2001)
Explainable Wastewater Digital Twins: Adaptive Context-Conditioned Structured Simulators with Self-Falsifying Decision Support
by: Simethy, Gary, et al.
Published: (2026)
by: Simethy, Gary, et al.
Published: (2026)
Toward Individual Fairness Without Centralized Data: Selective Counterfactual Consistency for Vertical Federated Learning
by: Wasif, Dawood, et al.
Published: (2026)
by: Wasif, Dawood, et al.
Published: (2026)
Refusal Evaluation in Coding LLMs and Code Agents: A Systematic Review of Thirteen Malicious-Code Prompt Corpora (2023-2025)
by: Young, Richard J., et al.
Published: (2026)
by: Young, Richard J., et al.
Published: (2026)
Numerical Solution of Mixed-Dimensional PDEs Using a Neural Preconditioner
by: Dimola, Nunzio, et al.
Published: (2025)
by: Dimola, Nunzio, et al.
Published: (2025)
Alternately-optimized SNN method for acoustic scattering problem in unbounded domain
by: Song, Haoming, et al.
Published: (2025)
by: Song, Haoming, et al.
Published: (2025)
SCAFDS: Edge-Feature Graph Attention for Interbank Fraud Detection with Attribution-Grounded SAR Generation
by: Uddin, Mohammad Nasir
Published: (2026)
by: Uddin, Mohammad Nasir
Published: (2026)
ERP-RiskBench: Leakage-Safe Ensemble Learning for Financial Risk
by: Mishra, Sanjay
Published: (2026)
by: Mishra, Sanjay
Published: (2026)
Safe and Policy-Compliant Multi-Agent Orchestration for Enterprise AI
by: Pasupuleti, Vinil, et al.
Published: (2026)
by: Pasupuleti, Vinil, et al.
Published: (2026)
Before the Last Token: Diagnosing Final-Token Safety Probe Failures
by: Doda, Shravan
Published: (2026)
by: Doda, Shravan
Published: (2026)
Sensitivity Uncertainty Alignment in Large Language Models
by: Hiremath, Prakul Sunil, et al.
Published: (2026)
by: Hiremath, Prakul Sunil, et al.
Published: (2026)
TrajGPT: Controlled Synthetic Trajectory Generation Using a Multitask Transformer-Based Spatiotemporal Model
by: Hsu, Shang-Ling, et al.
Published: (2024)
by: Hsu, Shang-Ling, et al.
Published: (2024)
Fusion-Based Neural Generalization for Predicting Temperature Fields in Industrial PET Preform Heating
by: Alsheikh, Ahmad, et al.
Published: (2025)
by: Alsheikh, Ahmad, et al.
Published: (2025)
Gelation in input-driven aggregation
by: Krapivsky, P. L., et al.
Published: (2024)
by: Krapivsky, P. L., et al.
Published: (2024)
DiMEx: Breaking the Cold Start Barrier in Data-Free Model Extraction via Latent Diffusion Priors
by: Thesia, Yash, et al.
Published: (2026)
by: Thesia, Yash, et al.
Published: (2026)
ReconXF: Graph Reconstruction Attack via Public Feature Explanations on Privatized Node Features and Labels
by: Sahoo, Rishi Raj, et al.
Published: (2025)
by: Sahoo, Rishi Raj, et al.
Published: (2025)
Multi-Agent Honeypot-Based Request-Response Context Dataset for Improved SQL Injection Detection Performance
by: Yu, Hao, et al.
Published: (2026)
by: Yu, Hao, et al.
Published: (2026)
Illuminating the Black Box: Real-Time Monitoring of Backdoor Unlearning in CNNs via Explainable AI
by: Hoang, Tien Dat
Published: (2025)
by: Hoang, Tien Dat
Published: (2025)
An integrated heart-torso electromechanical model for the simulation of electrophysiogical outputs accounting for myocardial deformation
by: Zappon, Elena, et al.
Published: (2024)
by: Zappon, Elena, et al.
Published: (2024)
RANDSMAPs: Random-Feature/multi-Scale Neural Decoders with Mass Preservation
by: Patsatzis, Dimitrios G., et al.
Published: (2026)
by: Patsatzis, Dimitrios G., et al.
Published: (2026)
Stable Long-Horizon Neural ODE Reduced-Order Models via Learned Feedback for Biological Growth and Remodeling
by: Laudo, Joel, et al.
Published: (2026)
by: Laudo, Joel, et al.
Published: (2026)
Challenges in automatic differentiation and numerical integration in physics-informed neural networks modelling
by: Daněk, Josef, et al.
Published: (2024)
by: Daněk, Josef, et al.
Published: (2024)
Lagrangian particle simulation of hydrogen pellets and SPI into runaway electron beam in ITER
by: Yuan, Shaohua, et al.
Published: (2022)
by: Yuan, Shaohua, et al.
Published: (2022)
DGTEN: A Robust Deep Gaussian based Graph Neural Network for Dynamic Trust Evaluation with Uncertainty-Quantification Support
by: Usman, Muhammad, et al.
Published: (2025)
by: Usman, Muhammad, et al.
Published: (2025)
TED++: Submanifold-Aware Backdoor Detection via Layerwise Tubular-Neighbourhood Screening
by: Le, Nam, et al.
Published: (2025)
by: Le, Nam, et al.
Published: (2025)
Learning Nonlinear Finite Element Solution Operators using Multilayer Perceptrons and Energy Minimization
by: Larson, Mats G., et al.
Published: (2024)
by: Larson, Mats G., et al.
Published: (2024)
Finite elements for Matérn-type random fields: Uncertainty in computational mechanics and design optimization
by: Duswald, Tobias, et al.
Published: (2024)
by: Duswald, Tobias, et al.
Published: (2024)
Bayesian BiLO: Bilevel Local Operator Learning for Efficient Uncertainty Quantification of Bayesian PDE Inverse Problems with Low-Rank Adaptation
by: Zhang, Ray Zirui, et al.
Published: (2025)
by: Zhang, Ray Zirui, et al.
Published: (2025)
Perspective: Towards sustainable exploration of chemical spaces with machine learning
by: Sandonas, Leonardo Medrano, et al.
Published: (2026)
by: Sandonas, Leonardo Medrano, et al.
Published: (2026)
Similar Items
-
Physics-Informed Learning of Microvascular Flow Models using Graph Neural Networks
by: Botta, Paolo, et al.
Published: (2025) -
Compact Model of Linear Passive Integrated Photonics Device for Photon Design Automation
by: Zhang, Zijian
Published: (2025) -
Semi-Supervised Learning for AVO Inversion with Strong Spatial Feature Constraints
by: Liu, Yingtian, et al.
Published: (2025) -
Semigroup Consistency as a Diagnostic for Learned Physics Simulators
by: Shikhman, Lennon J.
Published: (2026) -
High-resolution closed-loop seismic inversion network in time-frequency phase mixed domain
by: Liu, Yingtian, et al.
Published: (2024)