no code implementations • 8 Mar 2024 • Shahriar Hojjati Emmami, Ali Pilehvar Meibody, Lobat Tayebi, Mohammadamin Tavakoli, Pierre Baldi
The deliberate manipulation of ammonium persulfate, methylenebisacrylamide, dimethyleacrylamide, and polyethylene oxide concentrations resulted in the development of a hydrogel with an exceptional stretchability, capable of extending up to 260 times its original length.
no code implementations • 6 Jun 2022 • Alexander Shmakov, Mohammadamin Tavakoli, Pierre Baldi, Christopher M. Karwin, Alex Broughton, Simona Murgia
A significant point-like component from the small scale (or discrete) structure in the H2 interstellar gas might be present in the Fermi-LAT data, but modeling this emission relies on observations of rare gas tracers only available in limited regions of the sky.
no code implementations • 2 Jan 2022 • Mohammadamin Tavakoli, Alexander Shmakov, Francesco Ceccarelli, Pierre Baldi
To achieve such skills, it is important to develop good representations of chemical reactions, or good deep learning architectures that can learn such representations automatically from the data.
no code implementations • 13 Jul 2021 • Mohammadamin Tavakoli, Peter Sadowski, Pierre Baldi
The circular autoencoders are trained in self-supervised mode by recirculation algorithms and the top layer in supervised mode by stochastic gradient descent, with the option of propagating error information through the entire stack using non-symmetric connections.
no code implementations • 24 Mar 2021 • Mohammadamin Tavakoli, Aaron Mood, David Van Vranken, Pierre Baldi
There is a lack of scalable quantitative measures of reactivity for functional groups in organic chemistry.
no code implementations • 16 Jun 2020 • Mohammadamin Tavakoli, Forest Agostinelli, Pierre Baldi
Furthermore, we show that SPLASH units significantly increase the robustness of deep neural networks to adversarial attacks.
no code implementations • 17 Apr 2020 • Mohammadamin Tavakoli, Pierre Baldi
In order to continuously represent molecules, we propose a generative model in the form of a VAE which is operating on the 2D-graph structure of molecules.
no code implementations • 25 Sep 2019 • Mohammadamin Tavakoli, Forest Agostinelli, Pierre Baldi
Finally, we show that the use of Symmetric-APL activations can significantly increase the robustness of deep neural networks to adversarial attacks.