Concept
Constraint logic programming
Publications associées (239)
Scalable constrained optimization
Modern optimization is tasked with handling applications of increasingly large scale, chiefly due to the massive amounts of widely available data and the ever-growing reach of Machine Learning. Consequently, this area of research is under steady pressure t ...
EPFL2024Learning to Remove Cuts in Integer Linear Programming
Volkan Cevher, Grigorios Chrysos, Efstratios Panteleimon Skoulakis
Cutting plane methods are a fundamental approach for solving integer linear programs (ILPs). In each iteration of such methods, additional linear constraints (cuts) are introduced to the constraint set with the aim of excluding the previous fractional opti ...
2024Primal-Dual Contextual Bayesian Optimization for Control System Online Optimization with Time-Average Constraints
Colin Neil Jones, Yuning Jiang, Bratislav Svetozarevic, Wenjie Xu
This paper studies the problem of online performance optimization of constrained closed-loop control systems, where both the objective and the constraints are unknown black-box functions affected by exogenous time-varying contextual disturbances. A primal- ...
New York2023Quality-Constrained Encoding Optimization for Omnidirectional Video Streaming
Pascal Frossard, Roberto Gerson De Albuquerque Azevedo, Chaofan He
Omnidirectional video streaming is usually implemented based on the representations of tiles, where the tiles are obtained by splitting the video frame into several rectangular areas and each tile is converted into multiple representations with different r ...
Piscataway2023Model Predictive Control for Multi-Agent Systems under Limited Communication and Time-Varying Network Topology
Danilo Saccani, Melanie Nicole Zeilinger
In control system networks, reconfiguration of the controller when agents are leaving or joining the network is still an open challenge, in particular when operation constraints that depend on each agent's behavior must be met. Drawing our motivation from ...
New York2023