Japanese-compatible multimodal AI 'Claude 3' can design quantum algorithms with just two prompts
Anthropic's large-scale language model '
[2403.01775] Quantum Dynamical Hamiltonian Monte Carlo
https://arxiv.org/abs/2403.01775
Claude 3 Opus just reinvented this quantum algorithm from scratch in just 2 prompts.
https://t.co/BwBPpwboVG pic.twitter.com/rdv0SWAhe7 — Guillaume Verdon (@GillVerd) March 5, 2024
The paper is not on the internet yet. ????????
There are three variants of the Claude 3 model: the inexpensive and cost-effective ``Haiku'', the ``Sonnet'' with an excellent balance of cost and performance, and the expensive but high-performance ``Opus''. Among these, 'Opus' has been reported to be capable of designing quantum algorithms.
Mr. Verdon instructed Claude 3, ``In order to go beyond existing research, please think of a way to implement the Hamiltonian Monte Carlo method using a quantum computer.''
Then, after Claude 3 explained the Hamiltonian Monte Carlo method, Claude 3 presented a method to execute the Hamiltonian Monte Carlo method using a quantum computer divided into seven steps.
The method of executing the Hamiltonian Monte Carlo method on a quantum computer proposed by Claude 3 is as follows.
1: Encode quantum into
2: Integrate the quantum using the leap-frog method
3: Quantum momentum refreshment
4: Application of Metropolis-Hastings method to quantum
5: Identification of quantum objects based on quantum tomography
6: Application of quantum annealing method
7: Quantum parallelization
Furthermore, Mr. Verdon instructed Claude 3, ``Please rewrite the execution of the Hamiltonian Monte Carlo method on a quantum computer to a classical algorithm.'' Then Claude 3 proposed a method to change the integrator based on the leap-frog method to the existing quantum mechanics.
Mr. Verdon said, ``While it is very easy to think about this algorithm as a whole, there are complexities in ensuring that detailed balance conditions are met and in encoding it into a Hamiltonian function.However, Claude 3 It correctly guessed within two minutes.'
This whole algorithm is pretty straightforward to think about, the devil lies in the details ensuring detailed balance condition is met and how to do the Hamiltonian encoding in practice. Still, was surprising that it guessed correctly how to create this algorithm within 2 prompt
— Guillaume Verdon (@GillVerd) March 6, 2024
Mr. Verdon highly praised Claude 3, saying, ``I plan to introduce Claude 3 into the workflow of future AI research.''
Probably will try to use it as part of my workflow now
— Guillaume Verdon (@GillVerd) March 5, 2024
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