the considered design spaces have remained limited, and predictions may lack physical intuition and rely on costly FE simulations to validate up to a hundred generated designs and to select the one closest to the desired stress–strain response27. In addition, generative models such as variational ...
Although machine learning models have provided such inverse mappings, they are typically restricted to linear target properties such as stiffness. Here, to tailor the nonlinear response, we show that video diffusion generative models trained on full-field data of periodic stochastic cellular structures ...
6. 大杂烩 Elucidating the Design Space of Diffusion-Based Generative Models：这篇比较有名，对当前...
我有十计，可打开局面倒反天罡：用 Diffusion 来做图像理解（Generative Visual Question Answering），又...
https:///chq1155/A-Survey-on-Generative-Diffusion-Model 0. Abstract 深度学习在生成任务中显示出巨大的潜力。生成模型是类可以根据某些隐含的参数随机生成观察结果的模型。最近,扩散模型凭借其强大的生成能力,成为生成模型的一大热门。已经取得了巨大的成就。除了计算机视觉、语音生成、生物信息学和自...
Dynamic-Backbone Protein-Ligand Structure Prediction with Multiscale Generative Diffusion Models Zhuoran Qiao, Weili Nie, Arash Vahdat, Thomas F. Miller III, Anima Anandkumar arXiv 2022. [Paper] 30 Sep 2022 Equivariant Energy-Guided SDE for Inverse Molecular Design Fan Bao1, Min Zhao1, Zho...
CATH 4.2 dataset provided byGenerative Models for Graph-Based Protein Design (Ingraham et al, NeurIPS'19) CATH 4.3 dataset provided byLearning inverse folding from millions of predicted structures (Hsu et al, ICML'22) bash scripts/download_cath.sh ...
005 (2023-10-30) Denoising Diffusion Probabilistic Models for Hardware-Impaired Communication Systems Towards Wireless Generative AI https://arxiv.org/pdf/2310.19460.pdf 006 (2023-10-30) EDiffSR An Efficient Diffusion Probabilistic Model for Remote Sensing Image Super-Resolution ...
55, of which CTRW withα = 1 is an approximation. Still, the CTRW was the most-likely model for 4 of the 5 top-scoring methods (between 28% and 48%, Fig.5l), thanks to the capability of these methods to extract information from the microscopic dynamics of the generative ...
在最近挂arxiv的Elucidating the Design Space of Diffusion-Based Generative Models中，大佬们直接把diffusion ODE的生成效果调到比diffusion SDE还要好，这给diffusion ODE的后续下游应用也带来了非常大的希望。4. （更新补充）离散时间的diffusion model：DDPM与DDIM 评论区有同学问离散时间的diffusion model，这里也补充...