フォロー
Amin Tavakoli
Amin Tavakoli
その他の名前Mohammadamin Tavakoli
確認したメール アドレス: caltech.edu - ホームページ
タイトル
引用先
引用先
Deep learning for chemical reaction prediction
D Fooshee, A Mood, E Gutman, M Tavakoli, G Urban, F Liu, N Huynh, ...
Molecular Systems Design & Engineering 3 (3), 442-452, 2018
2292018
Splash: Learnable activation functions for improving accuracy and adversarial robustness
M Tavakoli, F Agostinelli, P Baldi
Neural Networks 140, 1-12, 2021
512021
Quantum mechanics and machine learning synergies: graph attention neural networks to predict chemical reactivity
M Tavakoli, A Mood, D Van Vranken, P Baldi
Journal of Chemical Information and Modeling 62 (9), 2121-2132, 2022
352022
Methyl anion affinities of the canonical organic functional groups
A Mood, M Tavakoli, E Gutman, D Kadish, P Baldi, DL Van Vranken
The Journal of organic chemistry 85 (6), 4096-4102, 2020
322020
Rmechdb: A public database of elementary radical reaction steps
M Tavakoli, YTT Chiu, P Baldi, AM Carlton, D Van Vranken
Journal of chemical information and modeling 63 (4), 1114-1123, 2023
202023
Methyl cation affinities of canonical organic functional groups
D Kadish, AD Mood, M Tavakoli, ES Gutman, P Baldi, DL Van Vranken
The Journal of Organic Chemistry 86 (5), 3721-3729, 2021
182021
Continuous Representation of Molecules Using Graph Variational Autoencoder
M Tavakoli, P Baldi
AAAI Spring Symposium: MLPS, 2020
182020
Rxn Hypergraph: a Hypergraph Attention Model for Chemical Reaction Representation
M Tavakoli, A Shmakov, F Ceccarelli, P Baldi
AAAI 2022, Deep Learning on Graphs: Methods and Applications, 2022
162022
Pmechdb: A public database of elementary polar reaction steps
M Tavakoli, RJ Miller, MC Angel, MA Pfeiffer, ES Gutman, AD Mood, ...
Journal of Chemical Information and Modeling 64 (6), 1975-1983, 2024
72024
Ai for interpretable chemistry: Predicting radical mechanistic pathways via contrastive learning
M Tavakoli, P Baldi, AM Carlton, YT Chiu, A Shmakov, D Van Vranken
Advances in Neural Information Processing Systems 36, 4080-4096, 2023
72023
Improved modeling of the discrete component of the Galactic interstellar -ray emission and implications for the Fermi–LAT Galactic Center excess
CM Karwin, A Broughton, S Murgia, A Shmakov, M Tavakoli, P Baldi
Physical Review D 107 (12), 123032, 2023
42023
Deep learning models of the discrete component of the Galactic interstellar -ray emission
A Shmakov, M Tavakoli, P Baldi, CM Karwin, A Broughton, S Murgia
Physical Review D 107 (6), 063018, 2023
32023
Machine Intelligence for Chemistry: From Deep Learning Architectures to Open Data
M Tavakoli
University of California, Irvine, 2023
22023
Geometry Aware Deep Learning for Integrated Closed-shell and Open-shell Systems
BS Kang, VC Bhethanabotla, M Tavakoli, W Goddard, A Anandkumar
ICML 2024 Workshop on Geometry-grounded Representation Learning and …, 2024
12024
Finding Reaction Mechanism Pathways with Deep Reinforcement Learning and Heuristic Search
R Panta, M Tavakoli, C Geils, P Baldi, F Agostinelli
ICAPS Workshop on Bridging the Gap between AI Planning and Reinforcement …, 2024
12024
Unraveling the Molecular Magic: AI Insights on the Formation of Extraordinarily Stretchable Hydrogels
SH Emmami, AP Meibody, L Tayebi, M Tavakoli, P Baldi
arXiv preprint arXiv:2403.05129, 2024
12024
Tourbillon: a physically plausible neural architecture
M Tavakoli, P Sadowski, P Baldi
arXiv preprint arXiv:2107.06424, 2021
12021
Chemically Informed Deep Learning for Interpretable Radical Reaction Prediction
M Tavakoli, YTT Chiu, AM Carlton, D Van Vranken, P Baldi
Journal of Chemical Information and Modeling, 2025
2025
Capturing Protein Dynamics: Encoding Temporal and Spatial Dynamics from Molecular Dynamics Simulations
VC Bhethanabotla, M Tavakoli, A Annandkumar, WA Goddard III
Machine Learning in Structural Biology Workshop at the 38th Conference on …, 2024
2024
OrbNet-Spin: Quantum Mechanics Informed Geometric Deep Learning For Open-shell Systems
BS Kang, M Tavakoli, VC Bhethanabotla, WA Goddard III, A Anandkumar
Machine Learning and the Physical Sciences Workshop at the 38th conference …, 2024
2024
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