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Alexander Shmakov
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Solving the Rubik’s cube with deep reinforcement learning and search
F Agostinelli, S McAleer, A Shmakov, P Baldi
Nature Machine Intelligence 1 (8), 356-363, 2019
2422019
Solving the Rubik's Cube Without Human Knowledge
S McAleer, F Agostinelli, A Shmakov, P Baldi
arXiv preprint arXiv:1805.07470, 2018
103*2018
Deep learning for drug discovery and cancer research: Automated analysis of vascularization images
G Urban, K Bache, DTT Phan, A Sobrino, AK Shmakov, SJ Hachey, ...
IEEE/ACM transactions on computational biology and bioinformatics 16 (3 …, 2018
752018
SPANet: Generalized permutationless set assignment for particle physics using symmetry preserving attention
A Shmakov, MJ Fenton, TW Ho, SC Hsu, D Whiteson, P Baldi
SciPost Physics 12 (5), 178, 2022
612022
Permutationless many-jet event reconstruction with symmetry preserving attention networks
MJ Fenton, A Shmakov, TW Ho, SC Hsu, D Whiteson, P Baldi
Physical Review D 105 (11), 112008, 2022
582022
End-to-end latent variational diffusion models for inverse problems in high energy physics
A Shmakov, K Greif, M Fenton, A Ghosh, P Baldi, D Whiteson
Advances in Neural Information Processing Systems 36, 2024
362024
Multi-agent reinforcement learning controller to maximize energy efficiency for multi-generator industrial wave energy converter
S Sarkar, V Gundecha, A Shmakov, S Ghorbanpour, AR Babu, ...
Proceedings of the AAAI Conference on Artificial Intelligence 36 (11), 12135 …, 2022
282022
A* search without expansions: Learning heuristic functions with deep q-networks
F Agostinelli, A Shmakov, S McAleer, R Fox, P Baldi
arXiv preprint arXiv:2102.04518, 2021
212021
SPANet: Generalized permutationless set assignment for particle physics using symmetry preserving attention, SciPost Phys
A Shmakov, MJ Fenton, TW Ho, SC Hsu, D Whiteson, P Baldi
arXiv preprint arXiv:2106.03898, 2022
182022
Skip training for multi-agent reinforcement learning controller for industrial wave energy converters
S Sarkar, V Gundecha, S Ghorbanpour, A Shmakov, AR Babu, A Pichard, ...
2022 IEEE 18th International Conference on Automation Science and …, 2022
162022
Rxn hypergraph: a hypergraph attention model for chemical reaction representation
M Tavakoli, A Shmakov, F Ceccarelli, P Baldi
arXiv preprint arXiv:2201.01196, 2022
142022
Measuring robustness with black-box adversarial attack using reinforcement learning
S Sarkar, S Mousavi, AR Babu, V Gundecha, S Ghorbanpour, ...
NeurIPS ML Safety Workshop, 2022
112022
Multi-objective reinforcement learning controller for multi-generator industrial wave energy converter
S Sarkar, V Gundecha, A Shmakov, S Ghorbanpour, AR Babu, ...
NeurIPs Tackling Climate Change with Machine Learning Workshop 2, 2021
112021
Decoding network-mediated retinal response to electrical stimulation: implications for fidelity of prosthetic vision
E Ho, A Shmakov, D Palanker
Journal of neural engineering 17 (6), 066018, 2020
112020
The Landscape of Unfolding with Machine Learning
N Huetsch, JM Villadamigo, A Shmakov, S Diefenbacher, V Mikuni, ...
arXiv preprint arXiv:2404.18807, 2024
102024
Robustness with Black-Box Adversarial Attack using Reinforcement Learning.
S Sarkar, AR Babu, S Mousavi, V Gundecha, S Ghorbanpour, A Shmakov, ...
SafeAI@ AAAI, 2023
102023
Obtaining approximately admissible heuristic functions through deep reinforcement learning and A* search
F Agostinelli, S McAleer, A Shmakov, R Fox, M Valtorta, B Srivastava, ...
Bridging the Gap between AI Planning and Reinforcement Learning workshop at …, 2021
82021
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, 2024
72024
Rtdk-bo: High dimensional bayesian optimization with reinforced transformer deep kernels
A Shmakov, A Naug, V Gundecha, S Ghorbanpour, RL Gutierrez, ...
2023 IEEE 19th International Conference on Automation Science and …, 2023
72023
Reconstruction of unstable heavy particles using deep symmetry-preserving attention networks
MJ Fenton, A Shmakov, H Okawa, Y Li, KY Hsiao, SC Hsu, D Whiteson, ...
Communications Physics 7 (1), 139, 2024
5*2024
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