LLM-Driven Heuristic Synthesis for Industrial Process Control: Lessons from Hot Steel Rolling
Fuente:
arXiv
Saved in:
| Main Authors: | Siboni, Nima H., Kiamousavi, Seyedreza, Scharifi, Emad |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
On the "Causality" Step in Policy Gradient Derivations: A Pedagogical Reconciliation of Full Return and Reward-to-Go
by: Siboni, Nima H.
Published: (2026)
by: Siboni, Nima H.
Published: (2026)
Analyzing Chain of Thought (CoT) Approaches in Control Flow Code Deobfuscation Tasks
by: Mohseni, Seyedreza, et al.
Published: (2026)
by: Mohseni, Seyedreza, et al.
Published: (2026)
VRPAgent: LLM-Driven Discovery of Heuristic Operators for Vehicle Routing Problems
by: Hottung, André, et al.
Published: (2025)
by: Hottung, André, et al.
Published: (2025)
Process Integrated Computer Vision for Real-Time Failure Prediction in Steel Rolling Mill
by: Kurrey, Vaibhav, et al.
Published: (2025)
by: Kurrey, Vaibhav, et al.
Published: (2025)
MeLA: A Metacognitive LLM-Driven Architecture for Automatic Heuristic Design
by: Qiu, Zishang, et al.
Published: (2025)
by: Qiu, Zishang, et al.
Published: (2025)
Traceable Knowledge Graph Reasoning Enables LLM-Assisted Decision Support for Industrial VOCs in the Steel Industry
by: Su, Changqing, et al.
Published: (2026)
by: Su, Changqing, et al.
Published: (2026)
Successor-Generator Planning with LLM-generated Heuristics
by: Tuisov, Alexander, et al.
Published: (2025)
by: Tuisov, Alexander, et al.
Published: (2025)
LLM Driven Processes to Foster Explainable AI
by: Pehlke, Marcel, et al.
Published: (2025)
by: Pehlke, Marcel, et al.
Published: (2025)
Hierarchical Task Network Planning with LLM-Generated Heuristics
by: Meneguzzi, Felipe, et al.
Published: (2026)
by: Meneguzzi, Felipe, et al.
Published: (2026)
Complex LLM Planning via Automated Heuristics Discovery
by: Ling, Hongyi, et al.
Published: (2025)
by: Ling, Hongyi, et al.
Published: (2025)
Increasing AI Explainability by LLM Driven Standard Processes
by: Jansen, Marc, et al.
Published: (2025)
by: Jansen, Marc, et al.
Published: (2025)
Vulcan: Instance-Optimal Systems Heuristics Through LLM-Driven Search
by: Dwivedula, Rohit, et al.
Published: (2025)
by: Dwivedula, Rohit, et al.
Published: (2025)
IC3-Evolve: Proof-/Witness-Gated Offline LLM-Driven Heuristic Evolution for IC3 Hardware Model Checking
by: Miao, Mingkai, et al.
Published: (2026)
by: Miao, Mingkai, et al.
Published: (2026)
Game-Theoretic Co-Evolution for LLM-Based Heuristic Discovery
by: Ke, Xinyi, et al.
Published: (2026)
by: Ke, Xinyi, et al.
Published: (2026)
LLM-Evolved Domain-Independent Heuristics for Symbolic AI Planning
by: Gestrin, Elliot, et al.
Published: (2026)
by: Gestrin, Elliot, et al.
Published: (2026)
Controllable and Verifiable Process Data Synthesis for Process Reward Models
by: Chi, Yinghui, et al.
Published: (2026)
by: Chi, Yinghui, et al.
Published: (2026)
T-RAG: Lessons from the LLM Trenches
by: Fatehkia, Masoomali, et al.
Published: (2024)
by: Fatehkia, Masoomali, et al.
Published: (2024)
Evolutionary Discovery of Heuristic Policies for Traffic Signal Control
by: Wang, Ruibing, et al.
Published: (2025)
by: Wang, Ruibing, et al.
Published: (2025)
Formalize, Don't Optimize: The Heuristic Trap in LLM-Generated Combinatorial Solvers
by: Wang, Haoyu, et al.
Published: (2026)
by: Wang, Haoyu, et al.
Published: (2026)
Enhancing CVRP Solver through LLM-driven Automatic Heuristic Design
by: Xie, Zhuoliang, et al.
Published: (2026)
by: Xie, Zhuoliang, et al.
Published: (2026)
PyVRP$^+$: LLM-Driven Metacognitive Heuristic Evolution for Hybrid Genetic Search in Vehicle Routing Problems
by: Malik, Manuj, et al.
Published: (2026)
by: Malik, Manuj, et al.
Published: (2026)
LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument Extraction
by: Zhou, Hanzhang, et al.
Published: (2023)
by: Zhou, Hanzhang, et al.
Published: (2023)
Bidirectional Bounded-Suboptimal Heuristic Search with Consistent Heuristics
by: Shperberg, Shahaf S., et al.
Published: (2025)
by: Shperberg, Shahaf S., et al.
Published: (2025)
TIDE: Tuning-Integrated Dynamic Evolution for LLM-Based Automated Heuristic Design
by: Chen, Chentong, et al.
Published: (2026)
by: Chen, Chentong, et al.
Published: (2026)
Personalized Medication Planning via Direct Domain Modeling and LLM-Generated Heuristics
by: Vernik, Yonatan, et al.
Published: (2026)
by: Vernik, Yonatan, et al.
Published: (2026)
AutoRPA: Efficient GUI Automation through LLM-Driven Code Synthesis from Interactions
by: Chen, Minghao, et al.
Published: (2026)
by: Chen, Minghao, et al.
Published: (2026)
Systematic Analysis of LLM Contributions to Planning: Solver, Verifier, Heuristic
by: Li, Haoming, et al.
Published: (2024)
by: Li, Haoming, et al.
Published: (2024)
G-LNS: Generative Large Neighborhood Search for LLM-Based Automatic Heuristic Design
by: Zhao, Baoyun, et al.
Published: (2026)
by: Zhao, Baoyun, et al.
Published: (2026)
Boosting Universal LLM Reward Design through Heuristic Reward Observation Space Evolution
by: Heng, Zen Kit, et al.
Published: (2025)
by: Heng, Zen Kit, et al.
Published: (2025)
Monte Carlo Tree Search for Comprehensive Exploration in LLM-Based Automatic Heuristic Design
by: Zheng, Zhi, et al.
Published: (2025)
by: Zheng, Zhi, et al.
Published: (2025)
EasySize: Elastic Analog Circuit Sizing via LLM-Guided Heuristic Search
by: Wu, Xinyue, et al.
Published: (2025)
by: Wu, Xinyue, et al.
Published: (2025)
Subgoal-Guided Policy Heuristic Search with Learned Subgoals
by: Tuero, Jake, et al.
Published: (2025)
by: Tuero, Jake, et al.
Published: (2025)
Rethinking LLM-Driven Heuristic Design: Generating Efficient and Specialized Solvers via Dynamics-Aware Optimization
by: Wang, Rongzheng, et al.
Published: (2026)
by: Wang, Rongzheng, et al.
Published: (2026)
Automated Hybrid Grounding Using Structural and Data-Driven Heuristics
by: Beiser, Alexander, et al.
Published: (2025)
by: Beiser, Alexander, et al.
Published: (2025)
LLM-Based Instance-Driven Heuristic Bias In the Context of a Biased Random Key Genetic Algorithm
by: Sartori, Camilo Chacón, et al.
Published: (2025)
by: Sartori, Camilo Chacón, et al.
Published: (2025)
Exploiting Symbolic Heuristics for the Synthesis of Domain-Specific Temporal Planning Guidance using Reinforcement Learning
by: Brugnara, Irene, et al.
Published: (2025)
by: Brugnara, Irene, et al.
Published: (2025)
EoH-S: Evolution of Heuristic Set using LLMs for Automated Heuristic Design
by: Liu, Fei, et al.
Published: (2025)
by: Liu, Fei, et al.
Published: (2025)
Lessons Learned from Evaluation of LLM based Multi-agents in Safer Therapy Recommendation
by: Wu, Yicong, et al.
Published: (2025)
by: Wu, Yicong, et al.
Published: (2025)
Towards Low-bit Communication for Tensor Parallel LLM Inference
by: Dong, Harry, et al.
Published: (2024)
by: Dong, Harry, et al.
Published: (2024)
BEAM: Bi-level Memory-adaptive Algorithmic Evolution for LLM-Powered Heuristic Design
by: Xiang, Chuyang, et al.
Published: (2026)
by: Xiang, Chuyang, et al.
Published: (2026)
Similar Items
-
On the "Causality" Step in Policy Gradient Derivations: A Pedagogical Reconciliation of Full Return and Reward-to-Go
by: Siboni, Nima H.
Published: (2026) -
Analyzing Chain of Thought (CoT) Approaches in Control Flow Code Deobfuscation Tasks
by: Mohseni, Seyedreza, et al.
Published: (2026) -
VRPAgent: LLM-Driven Discovery of Heuristic Operators for Vehicle Routing Problems
by: Hottung, André, et al.
Published: (2025) -
Process Integrated Computer Vision for Real-Time Failure Prediction in Steel Rolling Mill
by: Kurrey, Vaibhav, et al.
Published: (2025) -
MeLA: A Metacognitive LLM-Driven Architecture for Automatic Heuristic Design
by: Qiu, Zishang, et al.
Published: (2025)