Thanasilp, Supanut
- Does provable absence of barren plateaus imply classical simulability?
2023/12/14 by M. Cerezo, Cerezo, M., Martín Larocca +21 · 67 citations
Computer Science · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Neural Networks and Reservoir Computing #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph)
- Exponential concentration in quantum kernel methods
2022/08/23 by Supanut Thanasilp, Thanasilp, Supanut, Samson Wang +5 · 35 citations
Computer Science · #Blind Source Separation Techniques #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph)
- Trainability barriers and opportunities in quantum generative modeling
2023/05/04 by Manuel S. Rudolph, Sacha Lerch, Rudolph, Manuel S. +12 · 21 citations
Computer Science · Engineering · #Advancements in Semiconductor Devices and Circuit Design #FOS: Computer and information sciences #FOS: Physical sciences #High Energy Physics - Experiment (hep-ex) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Reservoir Computing #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph)
- Efficient quantum-enhanced classical simulation for patches of quantum landscapes
2024/11/29 by Sacha Lerch, Ricard Puig, Lerch, Sacha +13 · 1 voice · 14 citations
Computer Science · Mathematics · Physics and Astronomy · #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #cs.LG #quant-ph #stat.ML
- Latent Style-based Quantum GAN for high-quality Image Generation
2024/06/04 by Su Yeon Chang, Supanut Thanasilp, Chang, Su Yeon +7 · 9 citations
Computer Science · #Computational Physics and Python Applications
- A unifying account of warm start guarantees for patches of quantum landscapes
2025/02/11 by Hela Mhiri, Ricard Puig, Mhiri, Hela +11 · 13 citations
Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Quantum many-body systems
- A Unified Framework for Trace-induced Quantum Kernels
2023/11/22 by Beng Yee Gan, Daniel Leykam, Gan, Beng Yee +3 · 3 citations
Computer Science · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph)
- Role of scrambling and noise in temporal information processing with quantum systems
2025/05/15 by Weijie Xiong, Zoë Holmes, Xiong, Weijie +9 · 8 citations
Physics and Astronomy · Computer Science · #Quantum Mechanics and Applications #Quantum Computing Algorithms and Architecture #Statistical Mechanics and Entropy
- Connecting phases of matter to the flatness of the loss landscape in analog variational quantum algorithms
2025/06/16 by Kasidit Srimahajariyapong, Supanut Thanasilp, Srimahajariyapong, Kasidit +3 · 3 citations
Computer Science · #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Reservoir Computing #Neural and Evolutionary Computing (cs.NE) #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph)