Search Results for author: Alain-Sam Cohen

Found 2 papers, 2 papers with code

Scaling Properties of Deep Residual Networks

1 code implementation25 May 2021 Alain-Sam Cohen, Rama Cont, Alain Rossier, Renyuan Xu

Residual networks (ResNets) have displayed impressive results in pattern recognition and, recently, have garnered considerable theoretical interest due to a perceived link with neural ordinary differential equations (neural ODEs).

Ranked Reward: Enabling Self-Play Reinforcement Learning for Combinatorial Optimization

2 code implementations4 Jul 2018 Alexandre Laterre, Yunguan Fu, Mohamed Khalil Jabri, Alain-Sam Cohen, David Kas, Karl Hajjar, Torbjorn S. Dahl, Amine Kerkeni, Karim Beguir

Results from applying the R2 algorithm to instances of a two-dimensional and three-dimensional bin packing problems show that it outperforms generic Monte Carlo tree search, heuristic algorithms and integer programming solvers.

Combinatorial Optimization reinforcement-learning

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