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Workshop "Fairness, Interpretability and Privacy for Algorithmic Systems"

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Workshop "Fairness, Interpretability and Privacy for Algorithmic Systems"

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Lieu de l'événement
Londres
Date de l'événement (intitulé)
3-4 juin
Chapo
La france (CNRS), le Canada (CIFAR) et l'Angleterre (UKRI) s'associent pour organiser des ateliers internationaux sur les implications éthiques, juridiques et politiques de l'IA. Parmi ses intervenants, de nombreux chercheurs de DATAIA.
Contenu
Corps de texte

Chaque atelier produira une publication non technique destinée aux décideurs publics et privés ainsi qu'au public. Le premier atelier, sur l'équité, l'interprétabilité et la protection de la vie privée pour les systèmes algorithmiques, aura lieu à l'Institut Alan Turing les 3 et 4 juin.

Au programme

Mon, 3rd June

                                           8h30-9h30: Breakfast, Registrations

9h30-9h40: AW welcome and intro
9h40-9h55: Minister intro (Margot James MP, Minister of State for Digital, Culture, Media and Sport) still tbc whether she will confirm on morning of 3 or 4 June

Interpretability sessions:

9h55: Nozha Boujemaa - Interpretability of AI in Personalized Medicine
10h10: Plamen Angelov - Transparent, Interpretable and Explainable Classifiers 1025: Chris Russell - Counterfactual explanations in practice
10h40: Arthur Gretton - Interpretable model comparison

                                           11h00 Coffee Break

11h15 David Leslie on ICO (regulator) guidance on interpretability
11h30-12h15 Panel Discussion on Interpretability, What do we need and how can we get there? Call for collaborators?

                                           12h15-13h15 Lunch

Fairness sessions:

13h15-13h45: Christine Balagué - Towards using fairness in product recommender systems in marketing
13h45: Matt Kusner - Making Decisions the Reduce Discriminatory Impact
14h00: Claire Nedellec - Making textual data FAIR and interpretable by ontology-based information extraction. Where FAIR means "Findable, Accessible, interpretable, Reusable." Serge Pajak - Cases of ethical issues with IoT

Gracia Cecere - STEM and Teens: Algorithms in social media Panel discussion on Fairness? + Roger Taylor (CDEI)

Call for collaborators?

Privacy sessions:

                                            15h00 Coffee break

15h15: Catuscia Palamidessi (Fr) - Local Differential Privacy and trade-off with Utility 15h30: Pierre Zweigenbaum (Fr) - Clinical text mining and privacy
15h45: Jon Crowcroft - Secure data havens - where are we today?
16h00: Emiliano de Cristofaro - Privacy and Machine Learning: It's Complicated 1615: Adria Gascon

16h16-17h00: Panel discussion on Privacy (+ Sophia A-B)

                                            18h00 - 20h00: Reception at Quebec House

Tue 4 June

8h30-9h30: Breakfast, Registrations for people who can only join on 4 June 9h30-9h40: AW intro to second day

Robustness sessions

9h40-9h55: Pushmeet Kohli: Towards Verified Learnt Intelligence
9h55-10h10: Alan Mackworth: Building Trustworthy Artificial Autonomous Agents
10h10-10h25: Frederic Pascal: On Robust Estimation for high-dimensional settings applied to Signal and Image Processing
10h25-10h40: Michele Sebag: Structural Agnostic Modelling: Adversarial Learning of Causal Graphs

10h40-10h55: Coffee break
10h55-11h10: Bertrand Thirion - Statistical inference in high-dimension & application to medical imaging
11h10-11h25: Gaël Varoquaux (Fr) – Dirty data: learning without curating 1125-1140: Laurence Devillers - Affective computing & nudging with a robot 1140-1155: Joel Martin - Examples of NLP for good

11h55-12h40 Panel discussion on robustness

Call for collaborators?

Policy sessions

                                               12h40-13h40: Lunch

13h40-14h00: Michael Geist
14h00-14h20: Tim Clement-Jones - Online harms (+ Sarah C) 14h20-14h40: Ian Kerr
(note. Villani paper)

Alan Winfield - on transparency and the approach we are taking in drafting IEEE standard P7001 on Transparency in Autonomous Systems

15h30-16h30: Breakout sessions to scope out collaboration? (shared google doc)
16h30-17h00: Wrap up and presentation of future projects for collaboration, maybe Press Release

                                              19h Dinner near King’s Cross (or reception in the French Embassy tbc)

 

Pour en savoir plus sur ce partenariat

Voir le site de l'événement