AutoSiMP: Autonomous Topology Optimization from Natural Language via LLM-Driven Problem Configuration and Adaptive Solver Control
Fuente:
arXiv
Saved in:
| Main Authors: | Yang, Shaoliang, Wang, Jun, Wang, Yunsheng |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Large Language Models as Optimization Controllers: Adaptive Continuation for SIMP Topology Optimization
by: Yang, Shaoliang, et al.
Published: (2026)
by: Yang, Shaoliang, et al.
Published: (2026)
IterSIMP-σ: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization
by: Yang, Shaoliang, et al.
Published: (2026)
by: Yang, Shaoliang, et al.
Published: (2026)
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)
Matrix-Free 3D SIMP Topology Optimization with Fused Gather-GEMM-Scatter Kernels
by: Yang, Shaoliang, et al.
Published: (2026)
by: Yang, Shaoliang, et al.
Published: (2026)
AlphaAgent: LLM-Driven Alpha Mining with Regularized Exploration to Counteract Alpha Decay
by: Tang, Ziyi, et al.
Published: (2025)
by: Tang, Ziyi, et al.
Published: (2025)
On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching
by: Rashed, Mohammad, et al.
Published: (2026)
by: Rashed, Mohammad, et al.
Published: (2026)
LaMP-Val: Large Language Models Empower Personalized Valuation in Auction
by: Sun, Jie, et al.
Published: (2024)
by: Sun, Jie, et al.
Published: (2024)
ChronoLLM: A Framework for Customizing Large Language Model for Digital Twins generalization based on PyChrono
by: Wang, Jingquan, et al.
Published: (2025)
by: Wang, Jingquan, et al.
Published: (2025)
Data-Driven Topology Optimization for Multiscale Biomimetic Spinodal Design
by: Deng, Shiguang, et al.
Published: (2025)
by: Deng, Shiguang, et al.
Published: (2025)
When Life gives you LLMs, make LLM-ADE: Large Language Models with Adaptive Data Engineering
by: Choi, Stephen, et al.
Published: (2024)
by: Choi, Stephen, et al.
Published: (2024)
AIGB: Generative Auto-bidding via Conditional Diffusion Modeling
by: Guo, Jiayan, et al.
Published: (2024)
by: Guo, Jiayan, et al.
Published: (2024)
Controllable Protein Sequence Generation with LLM Preference Optimization
by: Liu, Xiangyu, et al.
Published: (2025)
by: Liu, Xiangyu, et al.
Published: (2025)
Autonomous Algorithm Discovery for Ptychography via Evolutionary LLM Reasoning
by: Yin, Xiangyu, et al.
Published: (2026)
by: Yin, Xiangyu, et al.
Published: (2026)
MappingEvolve: LLM-Driven Code Evolution for Technology Mapping
by: Fu, Rongliang, et al.
Published: (2026)
by: Fu, Rongliang, et al.
Published: (2026)
AAD-LLM: Adaptive Anomaly Detection Using Large Language Models
by: Russell-Gilbert, Alicia, et al.
Published: (2024)
by: Russell-Gilbert, Alicia, et al.
Published: (2024)
Towards Autonomous Sustainability Assessment via Multimodal AI Agents
by: Zhang, Zhihan, et al.
Published: (2025)
by: Zhang, Zhihan, et al.
Published: (2025)
Optimize Any Topology: A Foundation Model for Shape- and Resolution-Free Structural Topology Optimization
by: Nobari, Amin Heyrani, et al.
Published: (2025)
by: Nobari, Amin Heyrani, et al.
Published: (2025)
Recurrent Stochastic Configuration Networks with Hybrid Regularization for Nonlinear Dynamics Modelling
by: Dang, Gang, et al.
Published: (2024)
by: Dang, Gang, et al.
Published: (2024)
Gaussian Ensemble Topology (GET): A New Explicit and Inherently Smooth Framework for Manufacture-Ready Topology Optimization
by: Ma, Xinyu, et al.
Published: (2025)
by: Ma, Xinyu, et al.
Published: (2025)
Data-Driven Surrogate Modeling Techniques to Predict the Effective Contact Area of Rough Surface Contact Problems
by: Sahin, Tarik, et al.
Published: (2025)
by: Sahin, Tarik, et al.
Published: (2025)
Hubble: An LLM-Driven Agentic Framework for Safe, Diverse, and Reproducible Alpha Factor Discovery
by: Shi, Runze, et al.
Published: (2026)
by: Shi, Runze, et al.
Published: (2026)
Physics-Informed Large Language Models for HVAC Anomaly Detection with Autonomous Rule Generation
by: Lin, Subin, et al.
Published: (2025)
by: Lin, Subin, et al.
Published: (2025)
TOFLUX: A Differentiable Topology Optimization Framework for Multiphysics Fluidic Problems
by: Padhy, Rahul Kumar, et al.
Published: (2025)
by: Padhy, Rahul Kumar, et al.
Published: (2025)
Enhancing Black-Litterman Portfolio via Hybrid Forecasting Model Combining Multivariate Decomposition and Noise Reduction
by: Yang, Ziye, et al.
Published: (2025)
by: Yang, Ziye, et al.
Published: (2025)
ChemToolAgent: The Impact of Tools on Language Agents for Chemistry Problem Solving
by: Yu, Botao, et al.
Published: (2024)
by: Yu, Botao, et al.
Published: (2024)
TOaCNN: Adaptive Convolutional Neural Network for Multidisciplinary Topology Optimization
by: Chadha, Khaish Singh, et al.
Published: (2023)
by: Chadha, Khaish Singh, et al.
Published: (2023)
R&D-Agent-Quant: A Multi-Agent Framework for Data-Centric Factors and Model Joint Optimization
by: Li, Yuante, et al.
Published: (2025)
by: Li, Yuante, et al.
Published: (2025)
Are LLMs Socially Adaptive? Contrasting Belief Evolution in Large Language Models and Humans
by: Lei, Yu, et al.
Published: (2024)
by: Lei, Yu, et al.
Published: (2024)
AdaRec: Adaptive Recommendation with LLMs via Narrative Profiling and Dual-Channel Reasoning
by: Wang, Meiyun, et al.
Published: (2025)
by: Wang, Meiyun, et al.
Published: (2025)
Diffusion Large Language Models for Black-Box Optimization
by: Yuan, Ye, et al.
Published: (2026)
by: Yuan, Ye, et al.
Published: (2026)
AutoRedTrader: Autonomous Red Teaming of Trading Agents through Synthetic Misinformation Injection
by: Liu, Zhiwei, et al.
Published: (2026)
by: Liu, Zhiwei, et al.
Published: (2026)
Enhancing Evolutionary Solver Efficiency for NP Hard Single Machine Scheduling Problems
by: Alromema, Mohammed, et al.
Published: (2024)
by: Alromema, Mohammed, et al.
Published: (2024)
Reasoning-Driven Retrosynthesis Prediction with Large Language Models via Reinforcement Learning
by: Zhang, Situo, et al.
Published: (2025)
by: Zhang, Situo, et al.
Published: (2025)
Boosting In-Silicon Directed Evolution with Fine-Tuned Protein Language Model and Tree Search
by: Yang, Yaodong, et al.
Published: (2025)
by: Yang, Yaodong, et al.
Published: (2025)
AquaSentinel: Next-Generation AI System Integrating Sensor Networks for Urban Underground Water Pipeline Anomaly Detection via Collaborative MoE-LLM Agent Architecture
by: Guo, Qiming, et al.
Published: (2025)
by: Guo, Qiming, et al.
Published: (2025)
Can Large Language Models Solve Engineering Equations? A Systematic Comparison of Direct Prediction and Solver-Assisted Approaches
by: Kodathala, Sai Varun, et al.
Published: (2026)
by: Kodathala, Sai Varun, et al.
Published: (2026)
MolEvolve: LLM-Guided Evolutionary Search for Interpretable Molecular Optimization
by: Chen, Xiangsen, et al.
Published: (2026)
by: Chen, Xiangsen, et al.
Published: (2026)
Representation Without Control: Testing the Realization Effect in Language Models
by: Walsh, Ciarán, et al.
Published: (2026)
by: Walsh, Ciarán, et al.
Published: (2026)
Constructing Boundary-identical Microstructures via Guided Diffusion for Fast Multiscale Topology Optimization
by: Feng, Jingxuan, et al.
Published: (2024)
by: Feng, Jingxuan, et al.
Published: (2024)
Minimizing the Value-at-Risk of Loan Portfolio via Deep Neural Networks
by: Di Wang, Albert, et al.
Published: (2025)
by: Di Wang, Albert, et al.
Published: (2025)
Similar Items
-
Large Language Models as Optimization Controllers: Adaptive Continuation for SIMP Topology Optimization
by: Yang, Shaoliang, et al.
Published: (2026) -
IterSIMP-σ: Evaluating LLM-Assisted Spatial Interventions in Stress-Aware Topology Optimization
by: Yang, Shaoliang, et al.
Published: (2026) -
A Matrix-Free Galerkin Multigrid Solver and Failure-Mode Screen for Single-GPU 3D SIMP Linear Systems
by: Yang, Shaoliang, et al.
Published: (2026) -
Matrix-Free 3D SIMP Topology Optimization with Fused Gather-GEMM-Scatter Kernels
by: Yang, Shaoliang, et al.
Published: (2026) -
AlphaAgent: LLM-Driven Alpha Mining with Regularized Exploration to Counteract Alpha Decay
by: Tang, Ziyi, et al.
Published: (2025)