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From Graph Neural Networks to Explainable AI: comprehending and trusting Machine Learning algorithms

from Wednesday, 20 September 2023 (12:00) to Friday, 22 September 2023 (16:00)
SPINE Liverpool and University of Liverpool

        : Sessions
    /     : Talks
        : Breaks
20 Sep 2023
21 Sep 2023
22 Sep 2023
AM
09:00
Explainability, from saliency maps to data attribution - Alessio Devoto (University of Rome, La Sapienza) (until 10:30) ()
10:30 --- Coffee Break ---
11:00
Explainability, from saliency maps to data attribution (until 12:30) ()
09:00
GNN and XAI for you: how they can work for your project (until 10:30) ()
10:30 --- Coffee Break ---
11:00
GNN and XAI for you: how they can work for your project (until 12:00) ()
PM
12:00
Lunch and Welcome (until 13:00) ()
13:00 Welcome, introduction and useful info - Monica D'Onofrio   ()
13:15
Designing (graph) neural networks -Dr Simone Scardapane (University of Rome, La Sapienza) (until 14:45) ()
14:45 --- Coffee Break ---
15:15
Designing (graph) neural networks -Dr Simone Scardapane (University of Rome, La Sapienza) (until 18:15) ()
15:15 Colab primer GNN   ()
16:45
Flash talks - tell us about your project - Monica D'Onofrio (until 18:00) ()
16:45 Constraining the Complex Relationships Between Galaxies and their Dark Matter Haloes with Machine Learning - Mr Ryan Roberts (LJMU)   ()
16:50 Improving Gamma ray image quality from the SIGMA detector - Mr Owain Griffiths (Liverpool)   ()
17:05 Higgs boson pair production at the LHC: (h->bb)+(h->tautau) final states - Carl Gwilliam   ()
17:10 GNN for SUSY searches: the Wh + MET channel - Joseph Carmignani   ()
17:15 Tau Identification and Classification with GNN - how to improve - Robert McNulty   ()
18:00 --- Evening reception - drinks and nibbles ---
12:30 --- Lunch ---
13:30
Applications of XAI methods to real studies (until 15:00) ()
15:00 --- Coffee Break ---
15:30
Applications of XAI methods to real studies (until 17:00) ()
17:00 --- Snacks ---
17:30 Keynote talk: Actionable and responsible AI in medicine - Prof. Pietro Liò (University of Cambridge)   ()
19:00 --- Dinner - Location TBC ---
12:00 Conclusive remarks and Close-out   ()
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