Supanut Thanasilp
supanut-thanasilp.bsky.social
Supanut Thanasilp
@supanut-thanasilp.bsky.social
Quantum machine learning and computation
* Faculty position, Chulalongkorn University, Thailand
* Postdoc, EPFL, Switzerland
* PhD, CQT, Singapore
If you ever wonder during the night whether you have forgotten the effect of shot-noise in your BP-free strategy analysis ... maybe this could help 😁 Also, congrats to @reyhanehaghaeisaem.bsky.social for her first work 🙌🥳
New preprint on arXiv 🚀

Link: scirate.com/arxiv/2507.2...

We present a practical step-by-step guideline to determine whether a procedure that claims to circumvent exponential concentration actually works in practice.

See the following 🧵 for more details.
August 2, 2025 at 11:53 PM
Congrasts Kasidit on his first arxiv 🙌🥳 such a talented and hard working master student. He's sure going to do amazing things in the quantum world ⚛️
🆕 Our work makes a fundamental connection between the phases of matter to expressivity and scalability of analog Variational Quantum Algorithms (VQAs), as well as proposes a scalable practical initialization strategy based on Many-Body Localized (MBL) phase.
(scirate.com/arxiv/2506.1...)

🧵[1/10]
June 23, 2025 at 3:44 PM
Once upon a time a myth in Quantum Reservoir Processing (QRP) goes by “more chaos = richer feature map = better”

Doomed by their own chaotic dynamics, QRP may not scale in the extreme scrambling limit.

Check out our new Star Wa… I mean paper on arxiv: scirate.com/arxiv/2505.1...
May 17, 2025 at 8:22 AM