Verdon, Guillaume

1. Learning to learn with quantum neural networks via classical neural networks
   2019/07/11 by Guillaume Verdon, Verdon, Guillaume, Michael Broughton +13 · 15 citations
   Computer Science · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Stochastic Gradient Optimization Techniques
2. TensorFlow Quantum: A Software Framework for Quantum Machine Learning
   2020/03/06 by Broughton, Michael, Verdon, Guillaume, McCourt, Trevor +26 · 16 citations
   #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Programming Languages (cs.PL) #Quantum Physics (quant-ph)
3. Quantum Graph Neural Networks
   2019/09/26 by Guillaume Verdon, Verdon, Guillaume, Trevor McCourt +8 · 14 citations
   Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Quantum and electron transport phenomena
4. A Universal Training Algorithm for Quantum Deep Learning
   2018/06/25 by Guillaume Verdon, Verdon, Guillaume, Jason Pye +3 · 1 voice · 4 citations
   Computer Science · Physics and Astronomy · #FOS: Physical sciences #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Quantum and electron transport phenomena #quant-ph
5. Quantum Hamiltonian-Based Models and the Variational Quantum Thermalizer Algorithm
   2019/10/04 by Guillaume Verdon, Verdon, Guillaume, Jacob Marks +7 · 9 citations
   Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Quantum many-body systems
6. A quantum algorithm to train neural networks using low-depth circuits
   2017/12/14 by Guillaume Verdon, Michael Broughton, Verdon, Guillaume +3 · 9 citations
   Computer Science · #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum-Dot Cellular Automata
7. A Quantum Approximate Optimization Algorithm for continuous problems
   2019/02/01 by Verdon, Guillaume, Arrazola, Juan Miguel, Brádler, Kamil +1 · 2 citations
   #FOS: Physical sciences #Quantum Physics (quant-ph)
8. An efficient probabilistic hardware architecture for diffusion-like models
   2025/10/28 by Andraž Jelinčič, Jelinčič, Andraž, Owen Lockwood +9 · 1 voice · 3 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.AI #cs.LG