Markus J. Buehler

47 papers Journal 46Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	AI-Guided Human-In-the-Loop Inverse Design of High Performance Engineering Structures. CoRR Dat Quoc Ha, Md Ferdous Alam, Markus J. Buehler, Faez Ahmed, Josephine V. Carstensen
2026	J	`jnl`	Autonomous Agents Coordinating Distributed Discovery Through Emergent Artifact Exchange. CoRR Fiona Y. Wang, Lee Marom, Subhadeep Pal, Rachel K. Luu, Wei Lu, Jaime A. Berkovich, Markus J. Buehler
2026	J	`jnl`	BeamPERL: Parameter-Efficient RL with Verifiable Rewards Specializes Compact LLMs for Structured Beam Mechanics Reasoning. CoRR Tarjei Paule Hage, Markus J. Buehler
2026	J	`jnl`	Bioinspired123D: Generative 3D Modeling System for Bioinspired Structures. CoRR Rachel K. Luu, Markus J. Buehler
2026	J	`jnl`	GraphAgents: Knowledge Graph-Guided Agentic AI for Cross-Domain Materials Design. CoRR Isabella A. Stewart, Tarjei Paule Hage, Yu-Chuan Hsu, Markus J. Buehler
2026	J	`jnl`	Higher-Order Knowledge Representations for Agentic Scientific Reasoning. CoRR Isabella A. Stewart, Markus J. Buehler
2026	J	`jnl`	Selective Imperfection as a Generative Framework for Analysis, Creativity and Discovery. CoRR Markus J. Buehler
2025	J	`jnl`	AI for Sustainable Future Foods. CoRR Bianca Datta, Markus J. Buehler, Yvonne Chow, Kristina Gligoric, Dan Jurafsky, David L. Kaplan, Rodrigo Ledesma-Amaro, Giorgia Del Missier, Lisa Neidhardt, Karim Pichara, Benjamín Sánchez-Lengeling, Miek Schlangen, Skyler R. St. Pierre, Ilias Tagkopoulos, Anna T. Thomas, Nicholas James Watson, Ellen Kuhl
2025	J	`jnl`	Agentic Deep Graph Reasoning Yields Self-Organizing Knowledge Networks. CoRR Markus J. Buehler
2025	J	`jnl`	Agentic End-to-End De Novo Protein Design for Tailored Dynamics Using a Language Diffusion Model. CoRR Bo Ni, Markus J. Buehler
2025	J	`jnl`	AutomataGPT: Forecasting and Ruleset Inference for Two-Dimensional Cellular Automata. CoRR Jaime A. Berkovich, Noah S. David, Markus J. Buehler
2025	J	`jnl`	Generative Artificial Intelligence Extracts Structure-Function Relationships from Plants for New Materials. CoRR Rachel K. Luu, Jingyu Deng, Mohammed Shahrudin Ibrahim, Nam-Joon Cho, Ming Dao, Subra Suresh, Markus J. Buehler
2025	J	`jnl`	Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers. CoRR Markus J. Buehler
2025	J	`jnl`	In-situ graph reasoning and knowledge expansion using Graph-PReFLexOR. CoRR Markus J. Buehler
2025	J	`jnl`	MusicSwarm: Biologically Inspired Intelligence for Music Composition. CoRR Markus J. Buehler
2025	J	`jnl`	Self-Organizing Graph Reasoning Evolves into a Critical State for Continuous Discovery Through Structural-Semantic Dynamics. CoRR Markus J. Buehler
2025	J	`jnl`	Sparks: Multi-Agent Artificial Intelligence Model Discovers Protein Design Principles. CoRR Alireza Ghafarollahi, Markus J. Buehler
2025	J	`jnl`	Swarms of Large Language Model Agents for Protein Sequence Design with Experimental Validation. CoRR Fiona Y. Wang, Di Sheng Lee, David L. Kaplan, Markus J. Buehler
2025	—	`conf`	Towards Agentic AI for Science Hypothesis Generation, Comprehension, Quantification, and Validation. WWW (Companion Volume) Markus J. Buehler
2024	J	`jnl`	Accelerating Scientific Discovery with Generative Knowledge Extraction, Graph-Based Representation, and Multimodal Intelligent Graph Reasoning. CoRR Markus J. Buehler
2024	J	`jnl`	Accelerating scientific discovery with generative knowledge extraction, graph-based representation, and multimodal intelligent graph reasoning. Mach. Learn. Sci. Technol. Markus J. Buehler
2024	J	`jnl`	AtomAgents: Alloy design and discovery through physics-aware multi-modal multi-agent artificial intelligence. CoRR Alireza Ghafarollahi, Markus J. Buehler
2024	J	`jnl`	Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and Design. CoRR Markus J. Buehler
2024	J	`jnl`	Fine-tuning large language models for domain adaptation: Exploration of training strategies, scaling, model merging and synergistic capabilities. CoRR Wei Lu, Rachel K. Luu, Markus J. Buehler
2024	J	`jnl`	Learning Dynamics from Multicellular Graphs with Deep Neural Networks. CoRR Haiqian Yang, Florian Meyer, Shaoxun Huang, Liu Yang, Cristiana Lungu, Monilola A. Olayioye, Markus J. Buehler, Ming Guo
2024	J	`jnl`	Learning the rules of peptide self-assembly through data mining with large language models. CoRR Zhenze Yang, Sarah K. Yorke, Tuomas P. J. Knowles, Markus J. Buehler
2024	J	`jnl`	LifeGPT: Topology-Agnostic Generative Pretrained Transformer Model for Cellular Automata. CoRR Jaime A. Berkovich, Markus J. Buehler
2024	J	`jnl`	Multicell-Fold: geometric learning in folding multicellular life. CoRR Haiqian Yang, Anh Q. Nguyen, Dapeng Bi, Markus J. Buehler, Ming Guo
2024	J	`jnl`	PRefLexOR: Preference-based Recursive Language Modeling for Exploratory Optimization of Reasoning and Agentic Thinking. CoRR Markus J. Buehler
2024	J	`jnl`	ProtAgents: Protein discovery via large language model multi-agent collaborations combining physics and machine learning. CoRR Alireza Ghafarollahi, Markus J. Buehler
2024	J	`jnl`	Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems. CoRR Alireza Ghafarollahi, Markus J. Buehler
2024	J	`jnl`	SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoning. CoRR Alireza Ghafarollahi, Markus J. Buehler
2024	J	`jnl`	X-LoRA: Mixture of Low-Rank Adapter Experts, a Flexible Framework for Large Language Models with Applications in Protein Mechanics and Design. CoRR Eric L. Buehler, Markus J. Buehler
2023	J	`jnl`	BioinspiredLLM: Conversational Large Language Model for the Mechanics of Biological and Bio-inspired Materials. CoRR Rachel K. Luu, Markus J. Buehler
2023	J	`jnl`	Diatom-inspired architected materials using language-based deep learning: Perception, transformation and manufacturing. CoRR Markus J. Buehler
2023	J	`jnl`	ForceGen: End-to-end de novo protein generation based on nonlinear mechanical unfolding responses using a protein language diffusion model. CoRR Bo Ni, David L. Kaplan, Markus J. Buehler
2023	J	`jnl`	Generative Pretrained Autoregressive Transformer Graph Neural Network applied to the Analysis and Discovery of Novel Proteins. CoRR Markus J. Buehler
2023	J	`jnl`	Generative modeling, design and analysis of spider silk protein sequences for enhanced mechanical properties. CoRR Wei Lu, David L. Kaplan, Markus J. Buehler
2023	J	`jnl`	Generative retrieval-augmented ontologic graph and multi-agent strategies for interpretive large language model-based materials design. CoRR Markus J. Buehler
2023	J	`jnl`	MeLM, a generative pretrained language modeling framework that solves forward and inverse mechanics problems. CoRR Markus J. Buehler
2023	J	`jnl`	MechAgents: Large language model multi-agent collaborations can solve mechanics problems, generate new data, and integrate knowledge. CoRR Bo Ni, Markus J. Buehler
2023	J	`jnl`	MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities. CoRR Markus J. Buehler
2023	J	`jnl`	Modeling and design of heterogeneous hierarchical bioinspired spider web structures using generative deep learning and additive manufacturing. CoRR Wei Lu, Nic A. Lee, Markus J. Buehler
2023	J	`jnl`	Unsupervised cross-domain translation via deep learning and adversarial attention neural networks and application to music-inspired protein designs. Patterns Markus J. Buehler
2022	J	`jnl`	Interactive exploration of a hierarchical spider web structure with sound. J. Multimodal User Interfaces Isabelle Su, Ian Hattwick, Christine Southworth, Evan Ziporyn, Ally Bisshop, Roland Mühlethaler, Tomás Saraceno, Markus J. Buehler
2020	J	`jnl`	Sonification of a 3-D Spider Web and Reconstitution for Musical Composition Using Granular Synthesis. Comput. Music. J. Isabelle Su, Zhao Qin, Tomás Saraceno, Ally Bisshop, Roland Mühlethaler, Evan Ziporyn, Markus J. Buehler
2004	J	`jnl`	Optimal sensor design and control of piezoelectric laminate beams. IEEE Trans. Control. Syst. Technol. Wei Chen, Markus J. Buehler, Gordon Parker, Bernhard P. Bettig