Zobrazeno 1 - 10
of 34 404
pro vyhledávání: '"Kreis BE"'
Autor:
Lee, Seul, Kreis, Karsten, Veccham, Srimukh Prasad, Liu, Meng, Reidenbach, Danny, Paliwal, Saee, Vahdat, Arash, Nie, Weili
Fragment-based drug discovery, in which molecular fragments are assembled into new molecules with desirable biochemical properties, has achieved great success. However, many fragment-based molecule generation methods show limited exploration beyond t
Externí odkaz:
http://arxiv.org/abs/2411.12078
Diffusion models achieve high-quality sample generation at the cost of a lengthy multistep inference procedure. To overcome this, diffusion distillation techniques produce student generators capable of matching or surpassing the teacher in a single s
Externí odkaz:
http://arxiv.org/abs/2410.23274
Autor:
Xu, Minkai, Geffner, Tomas, Kreis, Karsten, Nie, Weili, Xu, Yilun, Leskovec, Jure, Ermon, Stefano, Vahdat, Arash
Despite remarkable progress in autoregressive language models, alternative generative paradigms beyond left-to-right generation are still being actively explored. Discrete diffusion models, with the capacity for parallel generation, have recently eme
Externí odkaz:
http://arxiv.org/abs/2410.21357
Autor:
Daras, Giannis, Nie, Weili, Kreis, Karsten, Dimakis, Alex, Mardani, Morteza, Kovachki, Nikola Borislavov, Vahdat, Arash
Using image models naively for solving inverse video problems often suffers from flickering, texture-sticking, and temporal inconsistency in generated videos. To tackle these problems, in this paper, we view frames as continuous functions in the 2D s
Externí odkaz:
http://arxiv.org/abs/2410.16152
Autor:
Lee, Sangyun, Xu, Yilun, Geffner, Tomas, Fanti, Giulia, Kreis, Karsten, Vahdat, Arash, Nie, Weili
Consistency models have recently been introduced to accelerate sampling from diffusion models by directly predicting the solution (i.e., data) of the probability flow ODE (PF ODE) from initial noise. However, the training of consistency models requir
Externí odkaz:
http://arxiv.org/abs/2410.14895
Autor:
Costa, Allan dos Santos, Mitnikov, Ilan, Pellegrini, Franco, Daigavane, Ameya, Geiger, Mario, Cao, Zhonglin, Kreis, Karsten, Smidt, Tess, Kucukbenli, Emine, Jacobson, Joseph
Mapping the conformational dynamics of proteins is crucial for elucidating their functional mechanisms. While Molecular Dynamics (MD) simulation enables detailed time evolution of protein motion, its computational toll hinders its use in practice. To
Externí odkaz:
http://arxiv.org/abs/2410.09667
Responsible AI (RAI) encompasses the science and practice of ensuring that AI design, development, and use are socially sustainable -- maximizing the benefits of technology while mitigating its risks. Industry practitioners play a crucial role in ach
Externí odkaz:
http://arxiv.org/abs/2407.14686
Diffusion models (DMs) have revolutionized generative learning. They utilize a diffusion process to encode data into a simple Gaussian distribution. However, encoding a complex, potentially multimodal data distribution into a single continuous Gaussi
Externí odkaz:
http://arxiv.org/abs/2407.03300
Autor:
Gu, Siyi, Xu, Minkai, Powers, Alexander, Nie, Weili, Geffner, Tomas, Kreis, Karsten, Leskovec, Jure, Vahdat, Arash, Ermon, Stefano
Generating ligand molecules for specific protein targets, known as structure-based drug design, is a fundamental problem in therapeutics development and biological discovery. Recently, target-aware generative models, especially diffusion models, have
Externí odkaz:
http://arxiv.org/abs/2407.01648
Autor:
Ren, Jiawei, Xie, Kevin, Mirzaei, Ashkan, Liang, Hanxue, Zeng, Xiaohui, Kreis, Karsten, Liu, Ziwei, Torralba, Antonio, Fidler, Sanja, Kim, Seung Wook, Ling, Huan
We present L4GM, the first 4D Large Reconstruction Model that produces animated objects from a single-view video input -- in a single feed-forward pass that takes only a second. Key to our success is a novel dataset of multiview videos containing cur
Externí odkaz:
http://arxiv.org/abs/2406.10324