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Journal Articles
- 2024
[j5]Markus J. Buehler
:
Accelerating scientific discovery with generative knowledge extraction, graph-based representation, and multimodal intelligent graph reasoning. Mach. Learn. Sci. Technol. 5(3): 35083 (2024)- 2023
- [j4]Markus J. Buehler:
Unsupervised cross-domain translation via deep learning and adversarial attention neural networks and application to music-inspired protein designs. Patterns 4(3): 100692 (2023) - 2022
- [j3]Isabelle Su, Ian Hattwick, Christine Southworth, Evan Ziporyn, Ally Bisshop, Roland Mühlethaler, Tomás Saraceno, Markus J. Buehler:
Interactive exploration of a hierarchical spider web structure with sound. J. Multimodal User Interfaces 16(1): 71-85 (2022) - 2020
- [j2]Isabelle Su, Zhao Qin, Tomás Saraceno, Ally Bisshop, Roland Mühlethaler, Evan Ziporyn, Markus J. Buehler:
Sonification of a 3-D Spider Web and Reconstitution for Musical Composition Using Granular Synthesis. Comput. Music. J. 44(4): 43-59 (2020) - 2004
- [j1]Wei Chen, Markus J. Buehler, Gordon Parker, Bernhard P. Bettig:
Optimal sensor design and control of piezoelectric laminate beams. IEEE Trans. Control. Syst. Technol. 12(1): 148-155 (2004)
Informal and Other Publications
- 2024
- [i22]Haiqian Yang, Florian Meyer, Shaoxun Huang, Liu Yang, Cristiana Lungu, Monilola A. Olayioye, Markus J. Buehler, Ming Guo:
Learning Dynamics from Multicellular Graphs with Deep Neural Networks. CoRR abs/2401.12196 (2024) - [i21]Alireza Ghafarollahi, Markus J. Buehler:
ProtAgents: Protein discovery via large language model multi-agent collaborations combining physics and machine learning. CoRR abs/2402.04268 (2024) - [i20]Eric L. Buehler, Markus J. Buehler:
X-LoRA: Mixture of Low-Rank Adapter Experts, a Flexible Framework for Large Language Models with Applications in Protein Mechanics and Design. CoRR abs/2402.07148 (2024) - [i19]Markus J. Buehler:
Accelerating Scientific Discovery with Generative Knowledge Extraction, Graph-Based Representation, and Multimodal Intelligent Graph Reasoning. CoRR abs/2403.11996 (2024) - [i18]Markus J. Buehler:
Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and Design. CoRR abs/2405.19076 (2024) - [i17]Haiqian Yang, Anh Q. Nguyen, Dapeng Bi, Markus J. Buehler, Ming Guo:
Multicell-Fold: geometric learning in folding multicellular life. CoRR abs/2407.07055 (2024) - [i16]Alireza Ghafarollahi, Markus J. Buehler:
AtomAgents: Alloy design and discovery through physics-aware multi-modal multi-agent artificial intelligence. CoRR abs/2407.10022 (2024) - [i15]Wei Lu, Rachel K. Luu, Markus J. Buehler:
Fine-tuning large language models for domain adaptation: Exploration of training strategies, scaling, model merging and synergistic capabilities. CoRR abs/2409.03444 (2024) - [i14]Alireza Ghafarollahi, Markus J. Buehler:
SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoning. CoRR abs/2409.05556 (2024) - [i13]Jaime A. Berkovich, Markus J. Buehler:
LifeGPT: Topology-Agnostic Generative Pretrained Transformer Model for Cellular Automata. CoRR abs/2409.12182 (2024) - [i12]Markus J. Buehler:
PRefLexOR: Preference-based Recursive Language Modeling for Exploratory Optimization of Reasoning and Agentic Thinking. CoRR abs/2410.12375 (2024) - [i11]Alireza Ghafarollahi, Markus J. Buehler:
Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems. CoRR abs/2410.13768 (2024) - 2023
- [i10]Markus J. Buehler:
Diatom-inspired architected materials using language-based deep learning: Perception, transformation and manufacturing. CoRR abs/2301.05875 (2023) - [i9]Wei Lu, Nic A. Lee, Markus J. Buehler:
Modeling and design of heterogeneous hierarchical bioinspired spider web structures using generative deep learning and additive manufacturing. CoRR abs/2304.05137 (2023) - [i8]Markus J. Buehler:
Generative Pretrained Autoregressive Transformer Graph Neural Network applied to the Analysis and Discovery of Novel Proteins. CoRR abs/2305.04934 (2023) - [i7]Markus J. Buehler:
MeLM, a generative pretrained language modeling framework that solves forward and inverse mechanics problems. CoRR abs/2306.17525 (2023) - [i6]Rachel K. Luu, Markus J. Buehler:
BioinspiredLLM: Conversational Large Language Model for the Mechanics of Biological and Bio-inspired Materials. CoRR abs/2309.08788 (2023) - [i5]Wei Lu, David L. Kaplan, Markus J. Buehler:
Generative modeling, design and analysis of spider silk protein sequences for enhanced mechanical properties. CoRR abs/2309.10170 (2023) - [i4]Markus J. Buehler:
MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities. CoRR abs/2310.10445 (2023) - [i3]Bo Ni, David L. Kaplan, Markus J. Buehler:
ForceGen: End-to-end de novo protein generation based on nonlinear mechanical unfolding responses using a protein language diffusion model. CoRR abs/2310.10605 (2023) - [i2]Markus J. Buehler:
Generative retrieval-augmented ontologic graph and multi-agent strategies for interpretive large language model-based materials design. CoRR abs/2310.19998 (2023) - [i1]Bo Ni, Markus J. Buehler:
MechAgents: Large language model multi-agent collaborations can solve mechanics problems, generate new data, and integrate knowledge. CoRR abs/2311.08166 (2023)
Coauthor Index
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