Constrained Discrete Black-Box Optimization using Mixed-Integer Programming

Authors: Papalexopoulos, Theodore, Tjandraatmadja, Christian, Anderson, Ross, Vielma, Juan Pablo, Belanger, David

Subject Terms: Mathematics - Optimization and Control

Access URL: http://arxiv.org/abs/2110.09569

Solving Mixed Integer Programs Using Neural Networks

Authors: Nair, Vinod, Bartunov, Sergey, Gimeno, Felix, von Glehn, Ingrid, Lichocki, Pawel, Lobov, Ivan, O'Donoghue, Brendan, Sonnerat, Nicolas, Tjandraatmadja, Christian, Wang, Pengming, Addanki, Ravichandra, Hapuarachchi, Tharindi, Keck, Thomas, Keeling, James, Kohli, Pushmeet, Ktena, Ira, Li, Yujia, Vinyals, Oriol, Zwols, Yori

Subject Terms: Mathematics - Optimization and Control, Computer Science - Artificial Intelligence, Computer Science - Discrete Mathematics, Computer Science - Machine Learning, Computer Science - Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2012.13349

Reinforcement Learning with Combinatorial Actions: An Application to Vehicle Routing

Authors: Delarue, Arthur, Anderson, Ross, Tjandraatmadja, Christian

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Mathematics - Optimization and Control, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2010.12001

The Convex Relaxation Barrier, Revisited: Tightened Single-Neuron Relaxations for Neural Network Verification

Authors: Tjandraatmadja, Christian, Anderson, Ross, Huchette, Joey, Ma, Will, Patel, Krunal, Vielma, Juan Pablo

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning, 68T07

Access URL: http://arxiv.org/abs/2006.14076

CAQL: Continuous Action Q-Learning

Authors: Ryu, Moonkyung, Chow, Yinlam, Anderson, Ross, Tjandraatmadja, Christian, Boutilier, Craig

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1909.12397

Strong mixed-integer programming formulations for trained neural networks

Authors: Anderson, Ross, Huchette, Joey, Tjandraatmadja, Christian, Vielma, Juan Pablo

Subject Terms: Mathematics - Optimization and Control, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/1811.08359

How Could Polyhedral Theory Harness Deep Learning?

Authors: Serra, Thiago, Tjandraatmadja, Christian, Ramalingam, Srikumar

Source: Scientific Machine Learning Workshop, U.S. Department of Energy Office of Advanced Scientific Computing Research, January 30 -- February 1, 2018

Subject Terms: Mathematics - Optimization and Control, Computer Science - Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1806.06365

Bounding and Counting Linear Regions of Deep Neural Networks

Authors: Serra, Thiago, Tjandraatmadja, Christian, Ramalingam, Srikumar

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Neural and Evolutionary Computing, Mathematics - Optimization and Control, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1711.02114

This result is not displayed to guests.
Login for full access.

Strong mixed-integer programming formulations for trained neural networks.

Authors: Anderson, Ross¹, Huchette, Joey², joehuchette@rice.edu, Ma, Will³, Tjandraatmadja, Christian¹, Vielma, Juan Pablo^1,4

Source: Mathematical Programming; Sep2020, Vol. 183 Issue 1/2, p3-39, 37p

Repetition-free longest common subsequence

Authors: Adi, Said S., Braga, Marília D.V., Fernandes, Cristina G., Ferreira, Carlos E., Martinez, Fábio Viduani, Sagot, Marie-France, Stefanes, Marco A., Tjandraatmadja, Christian, Wakabayashi, Yoshiko

Source: In Discrete Applied Mathematics 2010 158(12):1315-1324

This result is not displayed to guests.
Login for full access.

A branch-and-cut approach to the repetition-free longest common subsequence problem

Authors: Ferreira, Carlos E., Tjandraatmadja, Christian

Source: In Electronic Notes in Discrete Mathematics 2010 36:527-534

A Polyhedral Investigation of the LCS Problem and a Repetition-Free Variant.

Authors: Fernandes, Cristina G., Ferreira, Carlos E., Tjandraatmadja, Christian, Wakabayashi, Yoshiko

Source: Latin 2008: Theoretical Informatics; 2008, p329-338, 10p

This result is not displayed to guests.
Login for full access.

This result is not displayed to guests.
Login for full access.