Joint ACP, ANITI, CNRS GDR IA, GDR RO International Autumn school on Combinatorial Optimization, Constraint Programming and Machine Learning
23-27 Nov 2020 Toulouse (France)
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Detailed program
Schedule (subject to changes)
Constraint Programming Hackathon
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Schedule (subject to changes)
Week
Mon. 23
Tue. 24
Wed. 25
Thu. 26
Fri. 27
List
Mon. 23
Tue. 24
Wed. 25
Thu. 26
Fri. 27
10:00
11:00
12:00
13:00
14:00
15:00
16:00
17:00
18:00
19:00
Introduction to the CP tutorial & hackaton day (fully online)
10:30 - 11:00 (30min)
Introduction to the CP tutorial & hackaton day (fully online)
Organizing committee
Constraint Programming Solver Technology - Mini CP Tutorial (fully online)
11:00 - 13:00 (2h)
Constraint Programming Solver Technology - Mini CP Tutorial (fully online)
Pierre Schaus
Break
13:00 - 14:00 (1h)
Break
Constraint Programming Hackaton
14:00 - 19:00 (5h)
Constraint Programming Hackaton
Valentin Antuori, Julien Ferry, Emmanuel Hébrard, Louis Rivière, Tom Portoleau, Pierre Schaus
Welcome session
10:30 - 11:00 (30min)
Welcome session
Organizing Committee
Integrating Machine Learning into state of the art Vehicle Routing Heuristics
11:00 - 13:00 (2h)
Integrating Machine Learning into state of the art Vehicle Routing Heuristics
Daniele Vigo
Lunch break
13:00 - 14:30 (1h30)
Lunch break
Learning and solving Cost Function Networks : Algorithms in Theory and Practice - Part I
14:30 - 16:00 (1h30)
Learning and solving Cost Function Networks : Algorithms in Theory and Practice - Part I
Simon de Givry and Thomas Schiex
Break
16:00 - 16:30 (30min)
Break
Learning and solving Cost Function Networks : Algorithms in Theory and Practice - Part II
16:30 - 18:30 (2h)
Learning and solving Cost Function Networks : Algorithms in Theory and Practice - Part II
Simon de Givry and Thomas Schiex
1st session: Principles of data science + practical: deep learning for digit recognition
11:00 - 13:00 (2h)
1st session: Principles of data science + practical: deep learning for digit recognition
Tias Guns
Lunch break
13:00 - 14:00 (1h)
Lunch break
2nd Session: Learning from user and environment in combinatorial optimisation + practical: visual sudoku solving
14:00 - 15:30 (1h30)
2nd Session: Learning from user and environment in combinatorial optimisation + practical: visual sudoku solving
Tias Guns
CP Hackaton 2020 Prize Awarding
15:30 - 16:00 (30min)
CP Hackaton 2020 Prize Awarding
Valentin Antuori, Julien Ferry, Emmanuel Hébrard, Tom Portoleau, Louis Rivière, Pierre Schaus
Break
16:00 - 16:30 (30min)
Break
Machine Learning Meets Automated Reasoning: Explainability, Fairness, Robustness and Model Learning
16:30 - 18:30 (2h)
Machine Learning Meets Automated Reasoning: Explainability, Fairness, Robustness and Model Learning
Joao Marques-Silva
Structured learning as a tool for Operations Research
11:00 - 13:00 (2h)
Structured learning as a tool for Operations Research
Axel Parmentier
Lunch break
13:00 - 14:30 (1h30)
Lunch break
Constraint acquisition and declarative data mining - Part I
14:30 - 16:00 (1h30)
Constraint acquisition and declarative data mining - Part I
Nadjib Lazaar and Samir Loudni
Break
16:00 - 16:30 (30min)
Break
Constraint acquisition and declarative data mining - Part II
16:30 - 18:00 (1h30)
Constraint acquisition and declarative data mining - Part II
Nadjib Lazaar and Samir Loudni
Experimental evaluation: Some good practices and pitfalls to avoid
11:00 - 13:00 (2h)
Experimental evaluation: Some good practices and pitfalls to avoid
Christine Solnon
Lunch break
13:00 - 14:30 (1h30)
Lunch break
Some experiences of using Machine Learning for scheduling jobs in distributed systems
14:30 - 16:00 (1h30)
Some experiences of using Machine Learning for scheduling jobs in distributed systems
Denis Trystram
Farewell session (meeting on discord https://discord.gg/mwdthvRuaN)
16:00 - 16:30 (30min)
Farewell session (meeting on discord https://discord.gg/mwdthvRuaN)
Organizing Committee
Online user:
8
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