Amir Barati Farimani

1. LLM-SR: Scientific Equation Discovery via Programming with Large Language Models
   2024/04/29 by Parshin Shojaee, Kazem Meidani, Shojaee, Parshin +7 · 32 citations
   Decision Sciences · Computer Science · #Scientific Computing and Data Management #Advanced Text Analysis Techniques #Semantic Web and Ontologies
2. Scalable Transformer for PDE Surrogate Modeling
   2023/05/27 by Zijie Li, Li, Zijie, Dule Shu +3 · 23 citations
   Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #Computer Graphics and Visualization Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks
3. Transformer-based Planning for Symbolic Regression
   2023/03/13 by Parshin Shojaee, Shojaee, Parshin, Kazem Meidani +5 · 17 citations
   Computer Science · #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research
4. Dual Diffusion for Unified Image Generation and Understanding
   2024/12/31 by Zijie Li, Li, Zijie, Henry Li +11 · 26 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG)
5. LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models
   2025/04/14 by Parshin Shojaee, Ngoc Thanh Nguyên, Shojaee, Parshin +9 · 23 citations
   Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
6. Machine learning force fields and coarse-grained variables in molecular\n dynamics: application to materials and biological systems
   2020/04/15 by Paraskevi Gkeka, Gkeka, Paraskevi, Gabriel Stoltz +31 · 5 citations
   Biochemistry, Genetics and Molecular Biology · Chemistry · Materials Science · #Biomolecules (q-bio.BM) #Computational Physics (physics.comp-ph) #FOS: Biological sciences #FOS: Physical sciences #Machine Learning in Materials Science #Mass Spectrometry Techniques and Applications #Protein Structure and Dynamics
7. MeltpoolNet: Melt pool Characteristic Prediction in Metal Additive Manufacturing Using Machine Learning
   2022/01/26 by Parand Akbari, Francis Ogoke, Akbari, Parand +11 · 5 citations
   Engineering · #Additive Manufacturing Materials and Processes #Additive Manufacturing and 3D Printing Technologies #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Injection Molding Process and Properties #Machine Learning (cs.LG) #Materials Science (cond-mat.mtrl-sci)
8. One ACT Play: Single Demonstration Behavior Cloning with Action Chunking Transformers
   2023/09/18 by Abraham George, George, Abraham, Amir Barati Farimani +1 · 6 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotics (cs.RO)
9. OpenVR: Teleoperation for Manipulation
   2023/05/16 by Abraham George, Alison Bartsch, George, Abraham +3 · 3 citations
   Engineering · #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Robot Manipulation and Learning #Robotics (cs.RO) #Robotics and Automated Systems #Teleoperation and Haptic Systems
10. Crystal Twins: Self-supervised Learning for Crystalline Material Property Prediction
    2022/05/04 by Rishikesh Magar, Magar, Rishikesh, Yuyang Wang +3 · 2 citations
    Materials Science · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Materials Science (cond-mat.mtrl-sci) #X-ray Diffraction in Crystallography
11. AMGPT: a Large Language Model for Contextual Querying in Additive Manufacturing
    2024/05/24 by Achuth Chandrasekhar, Jonathan H. Chan, Chandrasekhar, Achuth +7 · 5 citations
    Computer Science · Engineering · #Additive Manufacturing and 3D Printing Technologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Image Processing and 3D Reconstruction #Machine Learning (cs.LG) #Manufacturing Process and Optimization
12. Text2PDE: Latent Diffusion Models for Accessible Physics Simulation
    2024/10/02 by Anthony Zhou, Zijie Li, Zhou, Anthony +7 · 4 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
13. Multimodal Language and Graph Learning of Adsorption Configuration in Catalysis
    2024/01/15 by Janghoon Ock, Ock, Janghoon, Rishikesh Magar +6 · 3 citations
    Computer Science · Energy · Materials Science · #Computational Engineering #Electrocatalysts for Energy Conversion #FOS: Computer and information sciences #Finance #Machine Learning in Materials Science #Topic Modeling #and Science (cs.CE)
14. Airfoil Diffusion: Denoising Diffusion Model For Conditional Airfoil Generation
    2024/08/28 by Graves, Reid, Amir Barati Farimani, Farimani, Amir Barati · 3 citations
    Engineering · Mathematics · #Artificial Intelligence (cs.AI) #Computational Fluid Dynamics and Aerodynamics #FOS: Computer and information sciences #Fluid Dynamics and Turbulent Flows #Gas Dynamics and Kinetic Theory #Machine Learning (cs.LG)
15. Adsorb-Agent: Autonomous Identification of Stable Adsorption Configurations via Large Language Model Agent
    2024/10/22 by Janghoon Ock, Ock, Janghoon, Meda, Radheesh Sharma +6 · 4 citations
    Engineering · #Advanced Data Processing Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Physical sciences #Materials Science (cond-mat.mtrl-sci)
16. AugLiChem: Data Augmentation Library of Chemical Structures for Machine Learning
    2021/11/29 by Rishikesh Magar, Magar, Rishikesh, Yuyang Wang +11 · 1 citation
    Chemistry · Computer Science · Materials Science · #Chemical Physics (physics.chem-ph) #Computational Drug Discovery Methods #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Various Chemistry Research Topics
17. Predicting CO₂ Absorption in Ionic Liquids with Molecular Descriptors and Explainable Graph Neural Networks
    2022/09/29 by Yue Jian, Yuyang Wang, Jian, Yue +3 · 1 citation
    Chemical Engineering · Energy · Materials Science · #CO2 Reduction Techniques and Catalysts #Catalysis and Oxidation Reactions #Chemical Physics (physics.chem-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science
18. Zero-Shot Uncertainty Quantification using Diffusion Probabilistic Models
    2024/08/08 by Dule Shu, Amir Barati Farimani, Shu, Dule +1 · 2 citations
    Engineering · Decision Sciences · #Nuclear reactor physics and engineering #Probabilistic and Robust Engineering Design #Risk and Safety Analysis
19. Peptide-GPT: Generative Design of Peptides using Generative Pre-trained Transformers and Bio-informatic Supervision
    2024/10/25 by Aayush Shah, Shah, Aayush, Chakradhar Guntuboina +3 · 2 citations
    Biochemistry, Genetics and Molecular Biology · #Machine Learning in Bioinformatics
20. Inexpensive High Fidelity Melt Pool Models in Additive Manufacturing Using Generative Deep Diffusion
    2023/11/15 by Francis Ogoke, Quanliang Liu, Ogoke, Francis +13 · 1 citation
    Engineering · #Additive Manufacturing Materials and Processes #Additive Manufacturing and 3D Printing Technologies #3D Shape Modeling and Analysis
21. LLM-Craft: Robotic Crafting of Elasto-Plastic Objects with Large Language Models
    2024/06/12 by Alison Bartsch, Amir Barati Farimani, Bartsch, Alison +1 · 3 citations
    Engineering · #Additive Manufacturing and 3D Printing Technologies #FOS: Computer and information sciences #Innovations in Concrete and Construction Materials #Manufacturing Process and Optimization #Robotics (cs.RO)
22. SculptDiff: Learning Robotic Clay Sculpting from Humans with Goal Conditioned Diffusion Policy
    2024/03/15 by Alison Bartsch, Arvind Car, Bartsch, Alison +5 · 2 citations
    Engineering · #Artificial Intelligence (cs.AI) #Evacuation and Crowd Dynamics #FOS: Computer and information sciences #Innovations in Concrete and Construction Materials #Robotics (cs.RO)
23. Deep Learning for Melt Pool Depth Contour Prediction From Surface Thermal Images via Vision Transformers
    2024/04/26 by Francis Ogoke, Ogoke, Francis, Péter Pák +11 · 1 citation
    Engineering · #Additive Manufacturing Materials and Processes #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Industrial Vision Systems and Defect Detection #Machine Learning (cs.LG)
24. Planning and Reasoning with 3D Deformable Objects for Hierarchical Text-to-3D Robotic Shaping
    2024/12/02 by Alison Bartsch, Amir Barati Farimani, Bartsch, Alison +1 · 2 citations
    Engineering · #Advanced Manufacturing and Logistics Optimization #FOS: Computer and information sciences #Innovations in Concrete and Construction Materials #Modular Robots and Swarm Intelligence #Robotics (cs.RO)
25. Automating MD simulations for Proteins using Large language Models: NAMD-Agent
    2025/07/10 by Achuth Chandrasekhar, Chandrasekhar, Achuth, Amir Barati Farimani +1 · 3 citations
    Biochemistry, Genetics and Molecular Biology · Materials Science · Decision Sciences · #Protein Structure and Dynamics #Machine Learning in Materials Science #Scientific Computing and Data Management
26. DistMLIP: A Distributed Inference Platform for Machine Learning Interatomic Potentials
    2025/05/28 by Kevin Han, Han, Kevin, Bowen Deng +5 · 2 citations
    Biochemistry, Genetics and Molecular Biology · #Biomedical Text Mining and Ontologies #Distributed #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Materials Science (cond-mat.mtrl-sci) #Parallel #Performance (cs.PF) #and Cluster Computing (cs.DC)
27. Large Language Model Agent for Modular Task Execution in Drug Discovery
    2025/06/26 by Janghoon Ock, Radheesh Sharma Meda, Ock, Janghoon +8 · 3 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Genetics, Bioinformatics, and Biomedical Research #Topic Modeling #Computational Drug Discovery Methods