Markus Buehler PRO

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upvoted a paper about 1 month ago

Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers

Paper • 2501.02393 • Published Jan 4 • 8

upvoted a collection about 1 month ago

Graph-Aware Isomorphic Attention in Transformers

Collection

We present an approach to modifying Transformer architectures by integrating graph-aware relational reasoning into the attention mechanism. • 4 items • Updated Jan 9 • 2

upvoted a paper 3 months ago

Reflections from the 2024 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistry

Paper • 2411.15221 • Published Nov 20, 2024 • 28

upvoted a paper 4 months ago

PRefLexOR: Preference-based Recursive Language Modeling for Exploratory Optimization of Reasoning and Agentic Thinking

Paper • 2410.12375 • Published Oct 16, 2024 • 3

upvoted 2 collections 4 months ago

PRefLexOR

Collection

PRefLexOR: Preference-based Recursive Language Modeling for Exploratory Optimization of Reasoning and Agentic Thinking • 6 items • Updated 23 days ago • 2

UQFF

Collection

UQFF models. Examples for each in the model card! • 15 items • Updated Oct 16, 2024 • 12

upvoted a paper 5 months ago

Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and Design

Paper • 2405.19076 • Published May 29, 2024 • 2

upvoted a collection 5 months ago

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, 2024 • 3

upvoted 2 papers 5 months ago

SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoning

Paper • 2409.05556 • Published Sep 9, 2024 • 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, 2024 • 1

upvoted a collection 7 months ago

Chameleon

Collection

Repository for Meta Chameleon, a mixed-modal early-fusion foundation model from FAIR. • 2 items • Updated Jul 9, 2024 • 28

upvoted a collection 9 months ago

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 23 days ago • 4

upvoted 8 papers 12 months ago

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