Nuz

UD/TS

[Francesco Martinuzzi @MartinuzziFra]

Why it matters:

- More reliable than random-initialized models
- Lower tuning overhead, less trial and error
- Stronger stability across runs

📄 Read more: https://t.co/p6waQBYwTF

2/2

[Francesco Martinuzzi @MartinuzziFra]

What is the minimally effective way to construct a reservoir computer that can learn chaotic dynamics?

In my new paper, I demonstrate that deterministically constructed reservoirs with minimal topologies (MESNs) consistently outperform conventional random-initialized ESNs.

1/2

[Francesco Martinuzzi @MartinuzziFra]

Huge thanks to @isp_uv_es for hosting my Julia presentation! It's been an incredible journey as a visiting researcher at this fantastic institution as part of the @ELLISforEurope program. Grateful for the support, knowledge, and connections made during my time here!

[MegaBasket @megabasket]

IS Copy Cus, salvezza raggiunta: sconfitto Murano https://t.co/uwJP6rE3l7

[MegaBasket @megabasket]

IS Copy Cus Trieste, è poker https://t.co/avScuPfsAc

[Francesco Martinuzzi @MartinuzziFra]

Finally cleaned up some code that I had around for ~2 years now, and made it into a #JuliaLang package: introducing CellularAutomata.jl (https://t.co/LmaJOO0Rm6).

[MegaBasket @megabasket]

L’IS Copy Cus si impone in casa: vittoria contro Mestre https://t.co/k4PhTdDjKL

[MegaBasket @megabasket]

Esordio vincente per l’IS Copy Cus Trieste in C Gold! https://t.co/8JFoSzO2DT

[Francesco Martinuzzi @MartinuzziFra]

I'm happy to share my talk for #JuliaCon 2021! This is a quick introduction to ReservoirComputing.jl, showing how you can build and train and Echo State Network and use it to predict a chaotic system in Julia using no more than 5 lines of code:

https://t.co/hBD7DHQ98F

[MegaBasket @megabasket]

Il Cus Trieste conquista la Serie C Gold! https://t.co/6IIOjMnwWl

[MegaBasket @megabasket]

IS Copy Cus da “dieci e lode”: superata Portogruaro https://t.co/ZjaIsYV9mg

[MegaBasket @megabasket]

Il Cus in trasferta a Cordenons vince e convince https://t.co/3AvjNwiv8W

[Francesco Martinuzzi @MartinuzziFra]

I'm very excited to share that tomorrow I'll be starting a PhD @UniLeipzig, working with @Rsc4Earth and @Sca_DS to investigate applications of Reservoir Computing to ecosystem anomalies!

[MegaBasket @megabasket]

Esordio OK per l’IS Copy Cus Trieste: trentello di Lazzari https://t.co/YXiTpqB1hD

[Nuz @nuz_da]

#CusNation 💛💙

[MegaBasket @megabasket]

IS Copy Cus Trieste, il dossier 2020/2021 https://t.co/15W9pdNyL9

[Timeless Sports @timelesssports_]

On this date in 2016.

Legendary. 👑

[Francesco Martinuzzi @MartinuzziFra]

The first week of #GSoC with #JuliaLang has come and gone! A little update on the progress
https://t.co/Pn4iWi0Zlw

[Francesco Martinuzzi @MartinuzziFra]

Tomorrow I will officially start my #GSoC project with #JuliaLang and #SciML, working on ReservoirComputing.jl. If you are curious about what Reservoir Computing is, then the following post is just for you! https://t.co/viSZJlBAH5

[Elon Musk @elonmusk]

Sunset