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Konstantinos D. Vogiatzis

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Preprint Aug 2026

OrbGNN: A Wave function-based Machine Learning Interelectronic Representation

OrbGNN is presented, an electronic structure graph architecture analogous to molecular graph and MLIP frameworks, where pair-orbital interactions constitute the graph representation, while orbital entanglement encodes the connectivity between them.

Brody Quebedeaux, Shahzad Akram, Markus Reiher et al. · 0 citations
Preprint Jul 2026

Autonomous Transition State Search with Soft Actor-Critic Reinforcement Learning

A TS search model based on the soft actor-critic model, an advanced reinforcement learning algorithm in which an agent learns to navigate potential energy surfaces directly from local energetic and curvature information starting from a given reactant and its corresponding product is introduced.

Utham Suresh, Konstantinos D. Vogiatzis · 0 citations

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