Reflections from the 2024 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistry Paper • 2411.15221 • Published Nov 20 • 25
PRefLexOR: Preference-based Recursive Language Modeling for Exploratory Optimization of Reasoning and Agentic Thinking Paper • 2410.12375 • Published Oct 16 • 2
PRefLexOR Collection PRefLexOR: Preference-based Recursive Language Modeling for Exploratory Optimization of Reasoning and Agentic Thinking • 4 items • Updated Oct 25 • 1
Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and Design Paper • 2405.19076 • Published May 29 • 2
Leaf-inspired Image Generation Collection Collection of fine-tuned Stable Diffusion models (SD2.x, SD-XL, SD3) to incorporate biological design cues, here exemplified for leaf microstructures. • 6 items • Updated Oct 25 • 2
SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoning Paper • 2409.05556 • Published Sep 9 • 2
Fine-tuning large language models for domain adaptation: Exploration of training strategies, scaling, model merging and synergistic capabilities Paper • 2409.03444 • Published Sep 5 • 1
Chameleon Collection Repository for Meta Chameleon, a mixed-modal early-fusion foundation model from FAIR. • 2 items • Updated Jul 9 • 27
Cephalo Collection Cephalo is a series of multimodal vision large language models (V-LLMs) designed to integrate visual and linguistic reasoning in materials science. • 15 items • Updated Oct 25 • 3
Reoccurring patterns in hierarchical protein materials and music: The power of analogies Paper • 1111.5297 • Published Nov 22, 2011 • 1
DyFraNet: Forecasting and Backcasting Dynamic Fracture Mechanics in Space and Time Using a 2D-to-3D Deep Neural Network Paper • 2211.08482 • Published Nov 15, 2022 • 1
Modeling and design of heterogeneous hierarchical bioinspired spider web structures using generative deep learning and additive manufacturing Paper • 2304.05137 • Published Apr 11, 2023 • 1
Generative Discovery of Novel Chemical Designs using Diffusion Modeling and Transformer Deep Neural Networks with Application to Deep Eutectic Solvents Paper • 2304.12400 • Published Apr 24, 2023 • 1
Generative Pretrained Autoregressive Transformer Graph Neural Network applied to the Analysis and Discovery of Novel Proteins Paper • 2305.04934 • Published May 7, 2023 • 1
MeLM, a generative pretrained language modeling framework that solves forward and inverse mechanics problems Paper • 2306.17525 • Published Jun 30, 2023 • 1
BioinspiredLLM: Conversational Large Language Model for the Mechanics of Biological and Bio-inspired Materials Paper • 2309.08788 • Published Sep 15, 2023 • 1
Generative modeling, design and analysis of spider silk protein sequences for enhanced mechanical properties Paper • 2309.10170 • Published Sep 18, 2023 • 1
MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities Paper • 2310.10445 • Published Oct 16, 2023 • 1
ForceGen: End-to-end de novo protein generation based on nonlinear mechanical unfolding responses using a protein language diffusion model Paper • 2310.10605 • Published Oct 16, 2023 • 1