Cover Image

LLM-guided Chemical Process Optimization with a Multi-Agent Approach

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zeng, Tong, Badrinarayanan, Srivathsan, Ock, Janghoon, Lai, Cheng-Kai, Farimani, Amir Barati
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence Computational Engineering, Finance, and Science
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Multimodal Language and Graph Learning of Adsorption Configuration in Catalysis
by: Ock, Janghoon, et al.
Published: (2024)

GradNav: Accelerated Exploration of Potential Energy Surfaces with Gradient-Based Navigation
by: Ock, Janghoon, et al.
Published: (2024)

Coupled Diffusion-Encoder Models for Reconstruction of Flow Fields
by: Hemmasian, AmirPouya, et al.
Published: (2026)

Meta-Learning for Cross-Task Generalization in Protein Mutation Property Prediction
by: Badrinarayanan, Srivathsan, et al.
Published: (2025)

Query2CAD: Generating CAD models using natural language queries
by: Badagabettu, Akshay, et al.
Published: (2024)

CaFA: Global Weather Forecasting with Factorized Attention on Sphere
by: Li, Zijie, et al.
Published: (2024)

Automating MD simulations for Proteins using Large language Models: NAMD-Agent
by: Chandrasekhar, Achuth, et al.
Published: (2025)

Multi-Peptide: Multimodality Leveraged Language-Graph Learning of Peptide Properties
by: Badrinarayanan, Srivathsan, et al.
Published: (2024)

MOFGPT: Generative Design of Metal-Organic Frameworks using Language Models
by: Badrinarayanan, Srivathsan, et al.
Published: (2025)

ChemDFM-R: A Chemical Reasoning LLM Enhanced with Atomized Chemical Knowledge
by: Zhao, Zihan, et al.
Published: (2025)

Large Language Model Agent for Modular Task Execution in Drug Discovery
by: Ock, Janghoon, et al.
Published: (2025)

INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent
by: Li, Haohang, et al.
Published: (2024)

A Deep Reinforcement Learning Approach for Trading Optimization in the Forex Market with Multi-Agent Asynchronous Distribution
by: Sarani, Davoud, et al.
Published: (2024)

R&D-Agent-Quant: A Multi-Agent Framework for Data-Centric Factors and Model Joint Optimization
by: Li, Yuante, et al.
Published: (2025)

Absorbing Complexity: An Interaction-Native Knowledge Harness for Financial LLM Agents
by: Borjigin, Ailiya, et al.
Published: (2026)

Empirical Asset Pricing with Large Language Model Agents
by: Cheng, Junyan, et al.
Published: (2024)

AlphaAgent: LLM-Driven Alpha Mining with Regularized Exploration to Counteract Alpha Decay
by: Tang, Ziyi, et al.
Published: (2025)

ParetoFlow: Guided Flows in Multi-Objective Optimization
by: Yuan, Ye, et al.
Published: (2024)

LLM Agents for Combinatorial Efficient Frontiers: Investment Portfolio Optimization
by: Paquette-Greenbaum, Simon, et al.
Published: (2026)

Collaboration Dynamics and Reliability Challenges of Multi-Agent LLM Systems in Finite Element Analysis
by: Tian, Chuan, et al.
Published: (2024)

Anomaly Detection for Hybrid Butterfly Subspecies via Probability Filtering
by: Ruan, Bo-Kai, et al.
Published: (2025)

When Stress Becomes Signal: Detecting Antifragility-Compatible Regimes in Multi-Agent LLM Systems
by: de la Chica, Jose Manuel, et al.
Published: (2026)

CometNet: Contextual Motif-guided Long-term Time Series Forecasting
by: Wang, Weixu, et al.
Published: (2025)

Towards Autonomous Sustainability Assessment via Multimodal AI Agents
by: Zhang, Zhihan, et al.
Published: (2025)

AutoSiMP: Autonomous Topology Optimization from Natural Language via LLM-Driven Problem Configuration and Adaptive Solver Control
by: Yang, Shaoliang, et al.
Published: (2026)

Optimizing Sensor Placement for Flow Reconstruction in Urban Drainage Networks: A Digital Twin-Based Sparse Sensing Approach
by: Ding, Zihang, et al.
Published: (2025)

QuantMCP: Grounding Large Language Models in Verifiable Financial Reality
by: Zeng, Yifan
Published: (2025)

Toward Reliable Evaluation of LLM-Based Financial Multi-Agent Systems: Taxonomy, Coordination Primacy, and Cost Awareness
by: Nguyen, Phat, et al.
Published: (2026)

CAX-Agent: A Lightweight Agent Harness for Reliable APDL Automation
by: Lin, Chenying, et al.
Published: (2026)

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)

ChemToolAgent: The Impact of Tools on Language Agents for Chemistry Problem Solving
by: Yu, Botao, et al.
Published: (2024)

Chemical Reaction Neural Networks for Fitting Accelerating Rate Calorimetry Data
by: Bhatnagar, Saakaar, et al.
Published: (2024)

Predicting Customer Goals in Financial Institution Services: A Data-Driven LSTM Approach
by: Estornell, Andrew, et al.
Published: (2024)

Large Language Models as Optimization Controllers: Adaptive Continuation for SIMP Topology Optimization
by: Yang, Shaoliang, et al.
Published: (2026)

Controllable Protein Sequence Generation with LLM Preference Optimization
by: Liu, Xiangyu, et al.
Published: (2025)

Noise, Adaptation, and Strategy: Assessing LLM Fidelity in Decision-Making
by: Feng, Yuanjun, et al.
Published: (2025)

MappingEvolve: LLM-Driven Code Evolution for Technology Mapping
by: Fu, Rongliang, et al.
Published: (2026)

Research and Prototyping Study of an LLM-Based Chatbot for Electromagnetic Simulations
by: Piwonski, Albert, et al.
Published: (2025)

TradingAgents: Multi-Agents LLM Financial Trading Framework
by: Xiao, Yijia, et al.
Published: (2024)

Quantifying Trust: Financial Risk Management for Trustworthy AI Agents
by: Hua, Wenyue, et al.
Published: (2026)