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20242026
most citedGenerating Interesting Scientific Ideas using Knowledge Graphs and LLMs: Evaluations with 100 Research Group Leaders

11 citations · 17 across the 10 of their papers we have counts for

collaborators

12 papers

quant-ph2026

esQueranto: Differentiable Structured Quantum Light for Automated Scientific Discovery

Marcello Armezzani, Tareq Jaouni, Pontus Lindgren +3

Uncovering new phenomena in nature requires experiments. For centuries, their design has been exclusively a human endeavor. Today, a new paradigm is emerging in which artificial in…

quant-ph2026

Automated discovery of high-probability heralded schemes for path-entangled states

Marcello Armezzani, Colin P. Lualdi, Xuemei Gu +2

Entangled states of light lie at the heart of photonic quantum technologies, from distributed quantum communication to quantum-enhanced measurement and information processing. Thei…

quant-ph2026

Automated experimental design for high-probability entanglement generation

Carlos Ruiz-Gonzalez, Mario Krenn, Xuemei Gu

Entangled photons are widely used in quantum technologies. Many photonic experiments generate them with probabilistic photon-pair sources that can be modeled as squeeze operators.…

cs.LG2025

Neural surrogates for designing gravitational wave detectors

Carlos Ruiz-Gonzalez, Sören Arlt, Sebastian Lehner +5

Physics simulators are essential in science and engineering, enabling the analysis, control, and design of complex systems. In experimental sciences, they are increasingly used to…

cs.AI2025★ 1 cited

Towards autonomous quantum physics research using LLM agents with access to intelligent tools

Sören Arlt, Xuemei Gu, Mario Krenn

Artificial intelligence (AI) is used in numerous fields of science, yet the initial research questions and targets are still almost always provided by human researchers. AI-generat…

quant-ph2025

Automated Discovery of Non-local Photonic Gates

Sören Arlt, Mario Krenn, Xuemei Gu

Interactions between quantum systems enable quantum gates, the building blocks of quantum information processing. In photonics, direct photon-photon interactions are too weak to be…

quant-ph2025

Analytical Fock Representation of Two-Mode Squeezing for Quantum Interference

Xuemei Gu, Carlos Ruiz-Gonzalez, Mario Krenn

Two-mode squeezing is central to entangled-photon generation and nonlinear interferometry, yet standard perturbative low-gain treatments and Gaussian formalisms can obscure the int…

quant-ph2025

Automated discovery of high-dimensional multipartite entanglement with photons that never interacted

Sören Arlt, Mario Krenn, Xuemei Gu

Quantum entanglement across spatially separated network nodes is conventionally established through the distribution of photons from a common source or via entanglement swapping th…

quant-ph2025★ 2 cited

Quantum computing and artificial intelligence: status and perspectives

Giovanni Acampora, Andris Ambainis, Natalia Ares +36

This white paper discusses and explores the various points of intersection between quantum computing and artificial intelligence (AI). It describes how quantum computing could supp…

cs.LG2024

Discovering emergent connections in quantum physics research via dynamic word embeddings

Felix Frohnert, Xuemei Gu, Mario Krenn +1

As the field of quantum physics evolves, researchers naturally form subgroups focusing on specialized problems. While this encourages in-depth exploration, it can limit the exchang…

quant-ph2024★ 3 cited

Meta-Designing Quantum Experiments with Language Models

Sören Arlt, Haonan Duan, Felix Li +3

Artificial Intelligence (AI) can solve complex scientific problems beyond human capabilities, but the resulting solutions offer little insight into the underlying physical principl…

cs.AI2024★ 11 cited

Generating Interesting Scientific Ideas using Knowledge Graphs and LLMs: Evaluations with 100 Research Group Leaders

Xuemei Gu, Mario Krenn

The rapid growth of scientific literature makes it increasingly challenging for researchers to identify novel and impactful ideas, especially across disciplines. Modern artificial…