Machine Learning in Gravitational Wave search: g2net next challenges

Session

Invited contributions

28 Sept 2022, 11:30

Auditorium (European Gravitational Observatory)

Conveners

Invited contributions

• Marco Cavaglia

Invited contributions

• There are no conveners in this block

Invited contributions

• Melissa Lopez Portilla
• Denis Kanonik (Stealth Startup)

9. Discovering gravitational waves with Machine Learning

Marco Cavaglia

28/09/2022, 11:30

7. What's happening in AI research?

Michela Paganini (DeepMind)

28/09/2022, 14:15

The field of AI research finds itself at an interesting decision point: to exploit promising solutions that rose to prominence over the past few years and scale them up to more and more powerful generalist models, or to explore new unknown areas? Do we already have all the basic ingredients we need? 
This talk will describe some of the currently most popular architectures (Transformers,...

10. G2Net Gravitational Wave Detection Kaggle Competition Winner talk

Denis Kanonik (Stealth Startup)

29/09/2022, 11:30

8. Towards the next generation of transient gravitational wave searches

Melissa Lopez

29/09/2022, 12:15

The state-of-the-art of gravitational wave (GW) search techniques for transient signals have been extremely successful, but their sensitivity continues to be hindered by the presence of transient noise artifacts in the detectors, known as glitches. Glitches happen at a rate of 1 per min reducing the amount of scientific data available, as well as masking or mimicking GW signals. Therefore,...