Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and Design
Paper
• 2405.19076 • Published
• 2
LAMM MIT papers
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X-LoRA: Mixture of Low-Rank Adapter Experts, a Flexible Framework for Large Language Models with Applications in Protein Mechanics and Design
Paper • 2402.07148 • Published • 6 -
ProtAgents: Protein discovery via large language model multi-agent collaborations combining physics and machine learning
Paper • 2402.04268 • Published -
MechAgents: Large language model multi-agent collaborations can solve mechanics problems, generate new data, and integrate knowledge
Paper • 2311.08166 • Published • 2 -
ForceGen: End-to-end de novo protein generation based on nonlinear mechanical unfolding responses using a protein language diffusion model
Paper • 2310.10605 • Published • 1 -
MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities
Paper • 2310.10445 • Published • 1 -
Generative modeling, design and analysis of spider silk protein sequences for enhanced mechanical properties
Paper • 2309.10170 • Published • 1 -
BioinspiredLLM: Conversational Large Language Model for the Mechanics of Biological and Bio-inspired Materials
Paper • 2309.08788 • Published • 1 -
MeLM, a generative pretrained language modeling framework that solves forward and inverse mechanics problems
Paper • 2306.17525 • Published • 1 -
Generative Pretrained Autoregressive Transformer Graph Neural Network applied to the Analysis and Discovery of Novel Proteins
Paper • 2305.04934 • Published • 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 • 1 -
Modeling and design of heterogeneous hierarchical bioinspired spider web structures using generative deep learning and additive manufacturing
Paper • 2304.05137 • Published • 1 -
DyFraNet: Forecasting and Backcasting Dynamic Fracture Mechanics in Space and Time Using a 2D-to-3D Deep Neural Network
Paper • 2211.08482 • Published • 1 -
Reoccurring patterns in hierarchical protein materials and music: The power of analogies
Paper • 1111.5297 • Published • 1 -
PRefLexOR: Preference-based Recursive Language Modeling for Exploratory Optimization of Reasoning and Agentic Thinking
Paper • 2410.12375 • Published • 5 -
Selective Imperfection as a Generative Framework for Analysis, Creativity and Discovery
Paper • 2601.00863 • Published • 2