Can Large Language Models Solve Engineering Equations? A Systematic Comparison of Direct Prediction and Solver-Assisted Approaches
Fuente:
arXiv
Saved in:
| Main Authors: | Kodathala, Sai Varun, Vunnam, Rakesh |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Fast OTSU Thresholding Using Bisection Method
by: Kodathala, Sai Varun
Published: (2025)
by: Kodathala, Sai Varun
Published: (2025)
Temporal vs. Spatial: Comparing DINOv3 and V-JEPA2 Feature Representations for Video Action Analysis
by: Kodathala, Sai Varun, et al.
Published: (2025)
by: Kodathala, Sai Varun, et al.
Published: (2025)
The Describe-Then-Generate Bottleneck: How VLM Descriptions Alter Image Generation Outcomes
by: Kodathala, Sai Varun, et al.
Published: (2025)
by: Kodathala, Sai Varun, et al.
Published: (2025)
LLMs can Compress LLMs: Adaptive Pruning by Agents
by: Kodathala, Sai Varun, et al.
Published: (2026)
by: Kodathala, Sai Varun, et al.
Published: (2026)
Training Stiff Neural Ordinary Differential Equations with Implicit Single-Step Methods
by: Fronk, Colby, et al.
Published: (2024)
by: Fronk, Colby, et al.
Published: (2024)
An Explicit Primitive Conservative Solver for the Euler Equations with Arbitrary Equation of State
by: Sirianni, Giuseppe, et al.
Published: (2024)
by: Sirianni, Giuseppe, et al.
Published: (2024)
Asymptotic Spectral Insights Behind Fast Direct Solvers for High-Frequency Electromagnetic Integral Equations on Non-Canonical Geometries
by: Giunzioni, V., et al.
Published: (2026)
by: Giunzioni, V., et al.
Published: (2026)
Solving 1D Poisson problem with a Variational Quantum Linear Solver
by: Balducci, Giorgio Tosti, et al.
Published: (2024)
by: Balducci, Giorgio Tosti, et al.
Published: (2024)
Evolving Algebraic Multigrid Methods Using Grammar-Guided Genetic Programming
by: Parthasarathy, Dinesh, et al.
Published: (2024)
by: Parthasarathy, Dinesh, et al.
Published: (2024)
Physics-aware generative models for turbulent fluid flows through energy-consistent stochastic interpolants
by: Mücke, Nikolaj T., et al.
Published: (2025)
by: Mücke, Nikolaj T., et al.
Published: (2025)
SV3.3B: A Sports Video Understanding Model for Action Recognition
by: Kodathala, Sai Varun, et al.
Published: (2025)
by: Kodathala, Sai Varun, et al.
Published: (2025)
Solving Stochastic Differential Equations with Jump-Diffusion Efficiently: Applications to FPT Problems in Credit Risk
by: Zhang, Di, et al.
Published: (2007)
by: Zhang, Di, et al.
Published: (2007)
FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation Model
by: Song, Zezheng, et al.
Published: (2024)
by: Song, Zezheng, et al.
Published: (2024)
Physics-Informed Distillation of Diffusion Models for PDE-Constrained Generation
by: Zhang, Yi, et al.
Published: (2025)
by: Zhang, Yi, et al.
Published: (2025)
Physics-Constrained Flow Matching: Sampling Generative Models with Hard Constraints
by: Utkarsh, Utkarsh, et al.
Published: (2025)
by: Utkarsh, Utkarsh, et al.
Published: (2025)
ALL-FEM: Agentic Large Language models Fine-tuned for Finite Element Methods
by: Deotale, Rushikesh, et al.
Published: (2026)
by: Deotale, Rushikesh, et al.
Published: (2026)
Synergizing Deep Learning and Full-Waveform Inversion: Bridging Data-Driven and Theory-Guided Approaches for Enhanced Seismic Imaging
by: Zerafa, Christopher, et al.
Published: (2025)
by: Zerafa, Christopher, et al.
Published: (2025)
Analysis of nonlocal smart beams following fractional-order constitutive relations
by: Desai, Shubham, et al.
Published: (2024)
by: Desai, Shubham, et al.
Published: (2024)
Physics vs Distributions: Pareto Optimal Flow Matching with Physics Constraints
by: Baldan, Giacomo, et al.
Published: (2025)
by: Baldan, Giacomo, et al.
Published: (2025)
In Situ Training of Implicit Neural Compressors for Scientific Simulations via Sketch-Based Regularization
by: Simpson, Cooper, et al.
Published: (2025)
by: Simpson, Cooper, et al.
Published: (2025)
A thermodynamically consistent physics-informed deep learning material model for short fiber/polymer nanocomposites
by: Bahtiri, Betim, et al.
Published: (2024)
by: Bahtiri, Betim, et al.
Published: (2024)
Graph Neural Network Surrogates for Contacting Deformable Bodies with Necessary and Sufficient Contact Detection
by: Dubey, Vijay K., et al.
Published: (2025)
by: Dubey, Vijay K., et al.
Published: (2025)
InVAErt networks for amortized inference and identifiability analysis of lumped parameter hemodynamic models
by: Tong, Guoxiang Grayson, et al.
Published: (2024)
by: Tong, Guoxiang Grayson, et al.
Published: (2024)
QuadConv: Quadrature-Based Convolutions with Applications to Non-Uniform PDE Data Compression
by: Doherty, Kevin, et al.
Published: (2022)
by: Doherty, Kevin, et al.
Published: (2022)
Towards Universal Mesh Movement Networks
by: Zhang, Mingrui, et al.
Published: (2024)
by: Zhang, Mingrui, et al.
Published: (2024)
Bayesian Matrix Decomposition and Applications
by: Lu, Jun
Published: (2023)
by: Lu, Jun
Published: (2023)
Autonomous Algorithm Discovery for Ptychography via Evolutionary LLM Reasoning
by: Yin, Xiangyu, et al.
Published: (2026)
by: Yin, Xiangyu, et al.
Published: (2026)
Fast Converging Single Trace Quasi-local PMCHWT Equation for the Modelling of Composite Systems
by: Cools, Kristof
Published: (2025)
by: Cools, Kristof
Published: (2025)
A Matrix-Free Galerkin Multigrid Solver and Failure-Mode Screen for Single-GPU 3D SIMP Linear Systems
by: Yang, Shaoliang, et al.
Published: (2026)
by: Yang, Shaoliang, et al.
Published: (2026)
MC$^2$: Monte Carlo Correction for Fast Elliptic PDE Solving
by: Hsu, Ethan, et al.
Published: (2026)
by: Hsu, Ethan, et al.
Published: (2026)
A stabilized Two-Step Formulation of Maxwell's Equations in the time-domain
by: Herles, Leon, et al.
Published: (2025)
by: Herles, Leon, et al.
Published: (2025)
Computational Graph Representation of Equations System Constructors in Hierarchical Circuit Simulation
by: Long, Zichao, et al.
Published: (2024)
by: Long, Zichao, et al.
Published: (2024)
Mathematical Modeling and Error Estimation for the Thermal Dunking Problem: A Hierarchical Approach
by: Guo, Theron, et al.
Published: (2025)
by: Guo, Theron, et al.
Published: (2025)
A Low-Frequency-Stable Higher-Order Isogeometric Discretization of the Augmented Electric Field Integral Equation
by: Nolte, Maximilian, et al.
Published: (2024)
by: Nolte, Maximilian, et al.
Published: (2024)
Quantitative Comparison of the Total Focusing Method, Reverse Time Migration, and Full Waveform Inversion for Ultrasonic Imaging
by: Bürchner, Tim, et al.
Published: (2024)
by: Bürchner, Tim, et al.
Published: (2024)
A Parallel Solver with Multiphysics Finite Element Method for Poroelasticity Coupled with Elasticity Model
by: Ge, Zhihao, et al.
Published: (2025)
by: Ge, Zhihao, et al.
Published: (2025)
A Reduced Magnetic Vector Potential Approach with Higher-Order Splines
by: Backmeyer, Merle, et al.
Published: (2026)
by: Backmeyer, Merle, et al.
Published: (2026)
A Cut-Based BAT-MCS Approach for Binary-State Network Reliability Assessment
by: Yeh, Wei-Chang
Published: (2025)
by: Yeh, Wei-Chang
Published: (2025)
Large language model-empowered next-generation computer-aided engineering
by: Guo, Jiachen, et al.
Published: (2025)
by: Guo, Jiachen, et al.
Published: (2025)
Tree-Cotree-Based Tearing and Interconnecting for 3D Magnetostatics: A Dual-Primal Approach
by: Mally, Mario, et al.
Published: (2024)
by: Mally, Mario, et al.
Published: (2024)
Similar Items
-
Fast OTSU Thresholding Using Bisection Method
by: Kodathala, Sai Varun
Published: (2025) -
Temporal vs. Spatial: Comparing DINOv3 and V-JEPA2 Feature Representations for Video Action Analysis
by: Kodathala, Sai Varun, et al.
Published: (2025) -
The Describe-Then-Generate Bottleneck: How VLM Descriptions Alter Image Generation Outcomes
by: Kodathala, Sai Varun, et al.
Published: (2025) -
LLMs can Compress LLMs: Adaptive Pruning by Agents
by: Kodathala, Sai Varun, et al.
Published: (2026) -
Training Stiff Neural Ordinary Differential Equations with Implicit Single-Step Methods
by: Fronk, Colby, et al.
Published: (2024)