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20242026
most citedTopology Bench: Systematic Graph Based Benchmarking for Core Optical Networks

2 citations · 4 across the 5 of their papers we have counts for

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cs.NI2026

Graph Transformers and Stabilized Reinforcement Learning for Large-Scale Dynamic Routing Modulation and Spectrum Allocation in Elastic Optical Networks

Michael Doherty, Alejandra Beghelli, Laura Toni

Reinforcement learning (RL) has been widely applied to dynamic routing, modulation and spectrum assignment (RMSA) in optical networks, yet no prior work has trained a transformer m…

quant-ph2026★ 1 cited

Fast stabilizer state preparation via AI-optimized graph decimation

Michael Doherty, Matteo Puviani, Jasmine Brewer +4

We propose a general method for preparing stabilizer states with reduced two-qubit gate count and depth compared to the state of the art. The method starts from a graph state repre…