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Deep Learning Models of the Discrete Component of the Galactic Interstellar Gamma-Ray Emission



Alexander Shmakov , Mohammadamin Tavakoli , Pierre Baldi , Christopher M. Karwin , Alex Broughton , Simona Murgia

* Submitted. Companion paper to "Improved modeling of the discrete component of the galactic interstellar gamma-ray emission and implications for the Fermi--LAT galactic center excess" 

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Rxn Hypergraph: a Hypergraph Attention Model for Chemical Reaction Representation



Mohammadamin Tavakoli , Alexander Shmakov , Francesco Ceccarelli , Pierre Baldi


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SPANet: Generalized Permutationless Set Assignment for Particle Physics using Symmetry Preserving Attention



Alexander Shmakov , Michael James Fenton , Ta-Wei Ho , Shih-Chieh Hsu , Daniel Whiteson , Pierre Baldi

* submitted to NeurIPS 2021 

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A* Search Without Expansions: Learning Heuristic Functions with Deep Q-Networks



Forest Agostinelli , Alexander Shmakov , Stephen McAleer , Roy Fox , Pierre Baldi


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Permutationless Many-Jet Event Reconstruction with Symmetry Preserving Attention Networks



Michael James Fenton , Alexander Shmakov , Ta-Wei Ho , Shih-Chieh Hsu , Daniel Whiteson , Pierre Baldi

* 8pages, submitted to PRL 

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Solving the Rubik's Cube Without Human Knowledge



Stephen McAleer , Forest Agostinelli , Alexander Shmakov , Pierre Baldi

* First three authors contributed equally. Submitted to NIPS 2018 

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