Probability, Information, Combinatorics and AI Symposium

INRIARoyal College of ArtGoogle DeepMindUniversitat Pompeu Fabra

A gathering for researchers and practitioners exploring the interplay between the foundational fields of machine intelligence, through invited talks by leading experts.

Edition

Third

Dates

25.09 to 2.10

Location

Alanya, Turkey

Four foundational fields

Probability, information theory, combinatorics and artificial intelligence. PICSAI is a focused exploration of how they inform one another.

AI Track: theory and practice.

Theoretical foundations and real-world applications of artificial intelligence, with an emphasis on learning theory, quantum algorithms and language models.

Arts Track: AI and artistic expression.

The intersection of AI and the arts: how the latest developments in machine learning are reshaping artistic expression.

Third Edition | 10.2026

2 Weeks in Alanya, Turkey

Two weeks in Alanya on learning theory and language models, with talks from DeepMind, University College London, Universitat Pompeu Fabra and the University of Victoria, and studio work with artists from the Royal College of Art.

Invited participants 2026

Yasin Abbasi YadkoriYasin Abbasi Yadkori

Principal Research Scientist

The AIR Lab

Gergely NeuGergely Neu

Associate Professor

Universitat Pompeu Fabra

Ilja KuzborskijIlja Kuzborskij

Research Scientist

Google DeepMind

Nishant MehtaNishant Mehta

Associate Professor

University of Victoria

Hani Kim

Hani Kim

Artist

Independent artist

Sattar VakiliSattar Vakili

Associate Professor

University College London

Anna Aristova

Anna Aristova

Artist

Royal Colleg of Art

Oleg Moshkovich

Oleg Moshkovich

Co-founder

The AIR Lab

Monday, September 21

10:00

Opening Remark

10:00 – 13:30

Learning theory for language models pt. 1

13:30 – 15:00

Lunch break

15:00 – 17:30

Learning theory for language models pt. 2

17:30 – 18:30

Art therapy

Tuesday, September 22

10:00 – 13:30

Bandits and Bayesian optimization

13:30 – 15:00

Lunch break

15:00 – 17:30

Online learning and regret

17:30 – 18:30

Studio session

Wednesday, September 23

10:00 – 11:30

Perspective studies

11:30 – 13:30

Open problems in learning theory

13:30 – 15:00

Lunch break

15:00 – 17:30

Visit to Alanya Castle

17:30 – 18:30

Watercolour studies

Thursday, September 24

10:00 – 13:30

Optimal transport distances for stochastic processes

13:30 – 15:00

Lunch break

15:00 – 17:30

Stability and generalization bounds

17:30 – 18:30

Watercolour studies

Friday, September 25

10:00 – 13:30

Working session

13:30 – 15:00

Lunch break

15:00 – 17:30

Studio critique

Monday, September 28

10:00 – 13:30

Reinforcement learning

13:30 – 15:00

Lunch break

15:00 – 17:30

Kernel methods and bandits

17:30 – 18:30

Studio session

Tuesday, September 29

10:00 – 13:30

Statistical learning theory

13:30 – 15:00

Lunch break

15:00 – 17:30

Online-to-PAC conversions

17:30 – 18:30

Watercolour studies

Wednesday, September 30

10:00 – 13:30

Perspective studies, continued

13:30 – 15:00

Lunch break

15:00 – 17:30

Visit to the Alanya shipyard

17:30 – 18:30

Watercolour studies

Thursday, October 1

10:00 – 13:30

Open problems session

13:30 – 15:00

Lunch break

15:00 – 17:30

Open problems, continued

Friday, October 2

10:00 – 13:30

Open problems session

13:30

Closing remarks

Moments | 2026

Second Edition | 09.2025

1 Week in Alanya, Turkey

A week in Alanya on generalization and quantum information, with talks from Inria, DeepMind and Universitat Pompeu Fabra, and drawing sessions with invited artists.

Invited participants 2026

Yasin Abbasi YadkoriYasin Abbasi Yadkori

Principal Research Scientist

Sapient Intellegence

Gergely NeuGergely Neu

Associate Professor

Universitat Pompeu Fabra

Ilja KuzborskijIlja Kuzborskij

Research Scientist

Google DeepMind

Umut SimsekliUmut Simsekli

Research Director

Inria Paris

Anna Aristova

Anna Aristova

Artist

Royal Colleg of Art

Francesco ArzaniFrancesco Arzani

Research Scientist

INRIA Paris

Wojciech KotłowskiWojciech Kotłowski

Associate Professor

Poznań University of Technology

Roza Gazarian

Roza Gazarian

Artist

A Space

Monday, September 22

10:00

Opening Remark

10:00 – 13:30

Introduction to quantum information pt. 1

13:30 – 15:00

Lunch break

15:00 – 17:30

Introduction to quantum information pt. 2

17:30 – 18:30

Art therapy

Tuesday, September 23

10:00 – 13:30

Generalization beyond uniform convergence

13:30 – 15:00

Lunch break

15:00 – 17:30

Heavy tails and generalization

17:30 – 18:30

Drawing session

Wednesday, September 24

10:00 – 13:30

Online learning

13:30 – 15:00

Lunch break

15:00 – 17:30

Visit to Alanya Castle

17:30 – 18:30

Watercolour studies

Thursday, September 25

10:00 – 13:30

Online-to-PAC conversions

13:30 – 15:00

Lunch break

15:00 – 17:30

Bandits and reinforcement learning

17:30 – 18:30

Watercolour studies

Friday, September 26

10:00 – 13:30

Open problems session

13:30

Closing remarks

Moments | 2025

First Edition | 10.2024

1 Week in Pastrum, Italy

A week in Paestum on quantum computing, PAC-Bayesian generalization and optimal transport, with art therapy, watercolour studies and a visit to the Greek temples.

Invited participants 2024

Yasin Abbasi YadkoriYasin Abbasi Yadkori

Research Scientist

Google DeepMind

Roza Gazarian

Roza Gazarian

Artist

Artist

Gergely NeuGergely Neu

Associate Professor

Universitat Pompeu Fabra

Inga Marchuk

Inga Marchuk

Artist

Artist

Ilja KuzborskijIlja Kuzborskij

Research Scientist

Google DeepMind

Anna Aristova

Anna Aristova

Artist

Royal Colleg of Art

Francesco ArzaniFrancesco Arzani

Research Scientist

INRIA Paris

Antoine MoulinAntoine Moulin

PhD Researcher

Universitat Pompeu Fabra

Monday, September 23

10:00

Opening Remark

10:00 – 13:30

Introduction to Quantum Computing pt. 1

13:30 – 15:00

Lunch break

15:00 – 17:30

Introduction to Quantum Computing pt. 2

17:30 – 18:30

Art therapy

Tuesday, September 24

10:00 – 13:30

Introduction to PAC-Bayesian generalization

13:30 – 15:00

Lunch break

15:00 – 17:30

Online-to-PAC conversions

17:30 – 18:30

Watercolour studies

Wednesday, September 25

10:00 – 11:30

Online learning

11:30 – 13:30

Open problems in Quantum Tomography

13:30 – 15:00

Lunch break

15:00 – 17:30

Visit to the ancient Greek temples of Paestum

17:30 – 18:30

Watercolour studies

Thursday, September 26

10:00 – 13:30

Optimal transport distances for stochastic processes

13:30 – 15:00

Lunch break

15:00 – 17:30

Bandits and reinforcement learning

17:30 – 18:30

Watercolour studies

Friday, September 27

10:00 – 13:30

Open problems session

13:30

Closing remarks

Moments | 2024