Full Program

Please download the ACDL 2021 Program: ACDL-2021-Program

Arrival: July 18, 2021



7:30 - 9:00
Breakfast

9:00 - 9:50
Lecture 1: Introduction to Machine Learning: Part 1
Chris Bishop

9:50 - 10:40
Lecture 2: Introduction to Machine Learning: Part 2
Chris Bishop

10:40 - 11:20
Coffee break

11:20 - 12:10
Lecture 1: Value of Information in Neural Networks   
Roman Belavkin

12:10 - 13:00
Tutorial 1: Probability and Information   
Roman Belavkin

13:00 - 15:00
Lunch

15:00 - 15:50
Lecture 1: The Decision-Making Side of Machine Learning: Computational, Inferential and Economic Perspectives
Michael I. Jordan

15:50 - 16:40
Lecture 1: Deep Learning in Science 1/2   
Pierre Baldi

16:40 - 17:20
Coffee break

17:20 - 18:10
Lecture 2: Deep Learning in Science 2/2
Pierre Baldi

18:10 - 19:00
Lecture 1: Is AI Good or Evil?
Oren Etzioni

19:00 - 19:10
Break

19:10 - 20:00
Lecture 2: Semantic Scholar, NLP, and the Fight against COVID-19
Oren Etzioni

20:00 - 22:00
Dinner

7:30 - 9:00
Breakfast

9:00 - 9:50
Lecture 1: Data trends and artificial intelligence in medicinal chemistry and drug design
Jürgen Bajorath

9:50 - 10:40
Lecture 2: Rationalizing molecular promiscuity through data analysis and machine learning
Jürgen Bajorath

10:40 - 11:20
Coffee break

11:20 - 12:10
Lecture 1: Deep Graph Networks: Fundamentals   
Davide Bacciu

12:10 - 13:00
Lecture 2: Deep Graph Networks: Generative approaches and research directions
Davide Bacciu

13:00 - 15:00
Lunch

15:00 - 15:50
Lecture 1: Knowledge Processing, Logic, and the Future of AI (I)
Georg Gottlob

15:50 - 16:40
Lecture 2: Knowledge Processing, Logic, and the Future of AI (II)
Georg Gottlob

16:40 - 17:20
Coffee break

17:20 - 18:20
Guided Visit of the Certosa di Pontignano

18:20 - 20:00
Wine Tasting

20:00 - 22:00
Dinner

7:30 - 9:00
Breakfast

9:00 - 9:50
Lecture 1: Is hiding fair? (1/2)
Bettina Berendt

9:50 - 10:40
Lecture 2: Is hiding fair? (2/2)
Bettina Berendt

10:40 - 11:20
Coffee break

11:20 - 12:10
Tutorial: Political Coalitions by Unsupervised Learning
Ivan Martino

12:10 - 13:00
Lecture 1: Safety and Robustness for Deep Learning Part 1
Marta Kwiatkowska

13:00 - 15:00
Lunch

15:00 - 15:50
Lecture 1: Causal Inference I
Silvia Chiappa

15:50 - 16:40
Lecture 2: Causal Inference II
Silvia Chiappa

16:40 - 17:20
Coffee break

17:20 - 18:10
Lecture 1: Introduction to variational quantum algorithms: optimisation, machine learning and universality of the variational model (1/2)   
Jacob D. Biamonte

18:10 - 19:00
Lecture 2: Introduction to variational quantum algorithms: optimisation, machine learning and universality of the variational model (2/2)
Jacob D. Biamonte

19:00 - 19:10
Break

19:10 - 20:00
AI LSCI Presentation

20:00 - 22:00
Dinner

22:00 - 22:40
Oral Presentations

7:30 - 9:00
Breakfast

9:00 - 9:50
Lecture 1: Deep Learning To See Towards New Foundations of Computer Vision (1/2)   
Marco Gori

9:50 - 10:40
Lecture 2: Deep Learning To See Towards New Foundations of Computer Vision (2/2)
Marco Gori

10:40 - 11:20
Coffee break

11:20 - 12:10
Lecture 1: Meta-learning for Deep Learning   
Joaquin Vanschoren

12:10 - 13:00
Lecture 2: Meta-learning for Automated Machine Learning   
Joaquin Vanschoren

13:00 - 15:00
Lunch

15:00 - 20:00
Social Tour: Guided Visit of Siena

20:00 - 22:00
Dinner

22:00 - 22:40
Oral Presentations

7:30 - 9:00
Breakfast

9:00 - 9:50
Lecture 1: Interpretable and Fair ML (1/2)
Isabel Valera

9:50 - 10:40
Lecture 2: Interpretable and Fair ML (2/2)
Isabel Valera

10:40 - 11:20
Coffee break

11:20 - 12:10
Lecture 1: Networks of Networks
Panos Pardalos

12:10 - 13:00
Lecture 2: Safety and Robustness for Deep Learning Part 2
Marta Kwiatkowska

13:00 - 15:00
Lunch

15:00 - 15:50
Lecture 1: Understanding Risk and Social Behavior Improves Decision Making for Autonomous Vehicles
Daniela Rus

15:50 - 16:40
Tutorial 2: Random Functions and Stochastic Processes
Roman Belavkin

16:40 - 17:20
Coffee break

17:20 - 18:10
Tutorial 3: Game and Optimization Theories
Roman Belavkin

18:10 - 19:00
Lecture 1: Why Medicine is Creating Exciting New Frontiers for Machine Learning
Mihaela van der Schaar

20:00 - 22:00
Social Dinner



Departure: July 24, 2021