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researcher

Christoph Roch

14 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 author2
  • middle author11

Across the 13 of 14 papers where every author was matched, so the position is known.

fields
  • quant-ph7
  • cs.AI3
  • cs.LG2
  • cs.ET1
  • cs.GT1

identity via Semantic Scholar / OpenAlex

activity
20182023
most citedA Hybrid Solution Method for the Capacitated Vehicle Routing Problem Using a Quantum Annealer

191 citations · 227 across the 13 of their papers we have counts for

collaborators
Showing 2020Show all

3 papers · 1 filter

cs.AI2020★ 3 cited

A Flexible Pipeline for the Optimization of CSG Trees

Markus Friedrich, Christoph Roch, Sebastian Feld +2

CSG trees are an intuitive, yet powerful technique for the representation of geometry using a combination of Boolean set-operations and geometric primitives. In general, there exis…

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…

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