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Title: GitHub - lamm-mit/GraphGeneration: GraphGeneration: Modeling and design of hierarchical bio-inspired de novo spider web structures using deep learning and additive manufacturing · GitHub

Open Graph Title: GitHub - lamm-mit/GraphGeneration: GraphGeneration: Modeling and design of hierarchical bio-inspired de novo spider web structures using deep learning and additive manufacturing

X Title: GitHub - lamm-mit/GraphGeneration: GraphGeneration: Modeling and design of hierarchical bio-inspired de novo spider web structures using deep learning and additive manufacturing

Description: GraphGeneration: Modeling and design of hierarchical bio-inspired de novo spider web structures using deep learning and additive manufacturing - lamm-mit/GraphGeneration

Open Graph Description: GraphGeneration: Modeling and design of hierarchical bio-inspired de novo spider web structures using deep learning and additive manufacturing - lamm-mit/GraphGeneration

X Description: GraphGeneration: Modeling and design of hierarchical bio-inspired de novo spider web structures using deep learning and additive manufacturing - lamm-mit/GraphGeneration

Mail addresses
mbuehler@mit.edu

Opengraph URL: https://github.com/lamm-mit/GraphGeneration

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18 Commitshttps://github.com/lamm-mit/GraphGeneration/commits/main/
https://github.com/lamm-mit/GraphGeneration/commits/main/
GraphDiffusionhttps://github.com/lamm-mit/GraphGeneration/tree/main/GraphDiffusion
GraphDiffusionhttps://github.com/lamm-mit/GraphGeneration/tree/main/GraphDiffusion
LICENSEhttps://github.com/lamm-mit/GraphGeneration/blob/main/LICENSE
LICENSEhttps://github.com/lamm-mit/GraphGeneration/blob/main/LICENSE
Model 1 -- AnalogDiffusionSparse.ipynbhttps://github.com/lamm-mit/GraphGeneration/blob/main/Model%201%20--%20AnalogDiffusionSparse.ipynb
Model 1 -- AnalogDiffusionSparse.ipynbhttps://github.com/lamm-mit/GraphGeneration/blob/main/Model%201%20--%20AnalogDiffusionSparse.ipynb
Model 2 -- AnalogDiffusionFull.ipynbhttps://github.com/lamm-mit/GraphGeneration/blob/main/Model%202%20--%20AnalogDiffusionFull.ipynb
Model 2 -- AnalogDiffusionFull.ipynbhttps://github.com/lamm-mit/GraphGeneration/blob/main/Model%202%20--%20AnalogDiffusionFull.ipynb
Model 3 -- GraphGeneratorTransformerFull.ipynbhttps://github.com/lamm-mit/GraphGeneration/blob/main/Model%203%20--%20GraphGeneratorTransformerFull.ipynb
Model 3 -- GraphGeneratorTransformerFull.ipynbhttps://github.com/lamm-mit/GraphGeneration/blob/main/Model%203%20--%20GraphGeneratorTransformerFull.ipynb
README.mdhttps://github.com/lamm-mit/GraphGeneration/blob/main/README.md
README.mdhttps://github.com/lamm-mit/GraphGeneration/blob/main/README.md
setup.pyhttps://github.com/lamm-mit/GraphGeneration/blob/main/setup.py
setup.pyhttps://github.com/lamm-mit/GraphGeneration/blob/main/setup.py
READMEhttps://github.com/lamm-mit/GraphGeneration
MIT licensehttps://github.com/lamm-mit/GraphGeneration
https://github.com/lamm-mit/GraphGeneration#graphgeneration-modeling-and-design-of-hierarchical-bio-inspired-de-novo-spider-web-structures-using-deep-learning-and-additive-manufacturing
https://github.com/lamm-mit/GraphGeneration#significance-statement
https://www.pnas.org/doi/10.1073/pnas.2305273120https://www.pnas.org/doi/10.1073/pnas.2305273120
https://user-images.githubusercontent.com/101393859/229208797-3b47c9e2-a1ae-454c-842e-cff57584eaaf.png
https://github.com/lamm-mit/GraphGeneration#installation
https://github.com/lamm-mit/GraphGeneration#model-overview
https://github.com/lamm-mit/GraphGeneration#model-1-analog-diffusion-model-with-sparse-neighbor-representation
https://github.com/lamm-mit/GraphGeneration#model-2-diffusion-model-with-full-neighbor-matrix-representation
https://github.com/lamm-mit/GraphGeneration#model-3-autoregressive-transformer-architecture-with-full-neighbor-matrix-representation
https://github.com/lamm-mit/GraphGeneration#model-weights-and-data
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Model 2 weightshttps://www.dropbox.com/s/og7wzqysxhkff5o/statedict_save-model-epoch_2001.pt?dl=0
Model 3 weightshttps://www.dropbox.com/s/ul85wjtqul6wid0/statedict_save-model-epoch_772.pt?dl=0
https://github.com/lamm-mit/GraphGeneration#schematic-of-the-models-implemented
https://user-images.githubusercontent.com/101393859/229208831-88c2df9f-e0b8-49cf-b900-0d152ff37759.png
https://github.com/lamm-mit/GraphGeneration#sample-results-details-see-paper
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www.pnas.org/doi/10.1073/pnas.2305273120https://www.pnas.org/doi/10.1073/pnas.2305273120
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