Reinforcement Learning

We Got AI Agents to Train RL Models for Quantum Transpilation featured image

We Got AI Agents to Train RL Models for Quantum Transpilation

A new MCP server that enables AI agents to autonomously train reinforcement learning models for quantum circuit synthesis - including permutation, linear function, and Clifford …

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Juan Cruz-Benito
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AI Methods for Permutation Circuit Synthesis Across Generic Topologies

This paper investigates artificial intelligence (AI) methodologies for the synthesis and transpilation of permutation circuits across generic topologies. Our approach uses …

victor-villar
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Quantum Verifiable Rewards for Post-Training Qiskit Code Assistant

Qiskit is an open-source quantum computing framework that allows users to design, simulate, and run quantum circuits on real quantum hardware. We explore post-training techniques …

nicolas-dupuis
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Reinforcement learning based transpilation of quantum circuits

Systems and techniques that facilitate quantum circuit transpiling are provided. For example, one or more embodiments described herein can comprise a system, which can comprise a …

david-kremer
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Pauli Network Circuit Synthesis with Reinforcement Learning Paper Published featured image

Pauli Network Circuit Synthesis with Reinforcement Learning Paper Published

Celebrating the arxiv publication of the Pauli Network Circuit Synthesis with Reinforcement Learning paper. The AI-powered transpiler pass has been available in the Qiskit …

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Juan Cruz-Benito
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Pauli Network Circuit Synthesis with Reinforcement Learning

We introduce a Reinforcement Learning (RL)-based method for re-synthesis of quantum circuits containing arbitrary Pauli rotations alongside Clifford operations. By collapsing each …

ayushi-dubal
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qiskit-ibm-transpiler

AI-powered quantum circuit optimization library — Ranking 3rd in Unitary Foundation 2025 Survey, 981K+ downloads

Reinforced Learning for Quantum Design

A computer-implemented process for generating a policy for design of quantum devices using a quantum hardware design kit including instructions and parameters associated with the …

juan-cruz-benito
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Qiskit Gym

Reinforcement learning environments for quantum circuit synthesis — powers the AI transpiler passes

Reinforcement Learning based Clifford Circuit Synthesis

Systems and techniques that facilitate Clifford circuit synthesis are provided. For example, one or more embodiments described herein can comprise a system, which can comprise a …

juan-cruz-benito
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