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Planning
ServiceNow Research
Planning
Probabilistic Planning with Sequential Monte Carlo Methods
In this work, we propose a novel formulation of planning which views it as a probabilistic inference problem over future optimal …
Alexandre Piche
,
Valentin Thomas
,
Cyril Ibrahim
,
Yoshua Bengio
,
Christopher Pal
International Conference on Learning Representations (ICLR), 2019.
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Learning Heuristics for the TSP by Policy Gradient
The aim of the study is to provide interesting insights on how efficient machine learning algorithms could be adapted to solve com- …
Michel Deudon
,
Pierre Cournut
,
Alexandre Lacoste
,
Yossiri Adulyasak
,
Louis-Martin Rousseau
International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, 2018.
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