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Christoph Roch

7 papers hereh-index 8380 citations25 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author4

Across the 5 of 7 papers where every author was matched, so the position is known.

fields
  • quant-ph3
  • cs.AI1
  • cs.ET1
  • cs.GT1
  • cs.LG1
same name
  • Christoph Roch — 1 paper

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20182020
most citedA Flexible Pipeline for the Optimization of CSG Trees

3 citations · 4 across the 3 of their papers we have counts for

collaborators
Showing quant-phShow all

3 papers · 1 filter

quant-ph2020★ 1 cited

The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline

Thomas Gabor, Leo Sünkel, Fabian Ritz +5

We discuss the synergetic connection between quantum computing and artificial intelligence. After surveying current approaches to quantum artificial intelligence and relating them…

quant-ph2020

Cross Entropy Hyperparameter Optimization for Constrained Problem Hamiltonians Applied to QAOA

Christoph Roch, Alexander Impertro, Thomy Phan +3

Hybrid quantum-classical algorithms such as the Quantum Approximate Optimization Algorithm (QAOA) are considered as one of the most encouraging approaches for taking advantage of n…

quant-ph2018

A Hybrid Solution Method for the Capacitated Vehicle Routing Problem Using a Quantum Annealer

Sebastian Feld, Christoph Roch, Thomas Gabor +5

The Capacitated Vehicle Routing Problem (CVRP) is an NP-optimization problem (NPO) that has been of great interest for decades for both, science and industry. The CVRP is a variant…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.