El-Amine Cherrat

Quantum Agents for Algorithmic Discovery

2025 · arXiv (Cornell University)

We introduce quantum agents trained by episodic, reward-based reinforcement learning to autonomously rediscover several seminal quantum algorithms and protocols. In particular, our agents learn: efficient logarithmic-depth quantum circuits for the Quantum Fourier Transform; Grover's search …