MeLM, a generative pretrained language modeling framework that solves forward and inverse mechanics problems

30 June 2023

Papers citing "MeLM, a generative pretrained language modeling framework that solves forward and inverse mechanics problems"

17 / 17 papers shown

Title
Bridging AI and Carbon Capture: A Dataset for LLMs in Ionic Liquids and CBE Research Gaurab Sarkar Sougata Saha 35 0 0 11 May 2025
Call for Rigor in Reporting Quality of Instruction Tuning Data Hyeonseok Moon Jaehyung Seo Heuiseok Lim ALM 60 0 0 04 Mar 2025
Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems Alireza Ghafarollahi Markus J. Buehler AI4CE 25 2 0 17 Oct 2024
PRefLexOR: Preference-based Recursive Language Modeling for Exploratory Optimization of Reasoning and Agentic Thinking Markus J. Buehler ReLM LRM 39 3 0 16 Oct 2024
Micrometer: Micromechanics Transformer for Predicting Mechanical Responses of Heterogeneous Materials Sizhuang He Tong-Rui Liu Shyam Sankaran P. Perdikaris AI4CE 50 3 0 23 Sep 2024
Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and Design Markus J. Buehler MLLM 47 13 0 29 May 2024
Evaluating Large Language Models for Material Selection Daniele Grandi Yash Jain Allin Groom Brandon Cramer Christopher McComb 42 7 0 23 Apr 2024
Machine Learning-Guided Design of Non-Reciprocal and Asymmetric Elastic Chiral Metamaterials Lingxiao Yuan Emma Lejeune Harold S. Park 28 0 0 19 Apr 2024
ProtAgents: Protein discovery via large language model multi-agent collaborations combining physics and machine learning Alireza Ghafarollahi Markus J. Buehler LLMAG AI4CE 34 24 0 27 Jan 2024
Assessing Large Language Models in Mechanical Engineering Education: A Study on Mechanics-Focused Conceptual Understanding Jie Tian Jixin Hou Zihao Wu Peng Shu Zheng Liu ... Ning Liu Xianyan Chen Keke Tang Tianming Liu Xianqiao Wang ELM AI4CE 51 8 0 13 Jan 2024
MechAgents: Large language model multi-agent collaborations can solve mechanics problems, generate new data, and integrate knowledge Bo Ni Markus J. Buehler AI4CE LLMAG 33 39 0 14 Nov 2023
ForceGen: End-to-end de novo protein generation based on nonlinear mechanical unfolding responses using a protein language diffusion model Bo Ni David L. Kaplan Markus J. Buehler DiffM 41 5 0 16 Oct 2023
MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities Markus J. Buehler KELM 34 58 0 16 Oct 2023
Generative modeling, design and analysis of spider silk protein sequences for enhanced mechanical properties Wei Lu David L. Kaplan Markus J. Buehler 26 31 0 18 Sep 2023
BioinspiredLLM: Conversational Large Language Model for the Mechanics of Biological and Bio-inspired Materials Rachel K. Luu Markus J. Buehler AI4CE 21 54 0 15 Sep 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 378 2,232 0 22 Mar 2023
Deep autoencoders for physics-constrained data-driven nonlinear materials modeling Xiaolong He Qizhi He Jiun-Shyan Chen AI4CE PINN SyDa 49 56 0 03 Sep 2022