Postdoctoral position
Post-Doctoral Research Visit F/M Graybox Tunneling for Multi-Objective Combinatorial Optimization: Algorithmic and HPC Perspectives
Inria
- Villeneuve-d'Ascq, France
- Artificial Intelligence, Parallel Computing and
About
Develop and experimentally evaluate graybox tunneling algorithms for multi-objective combinatorial optimisation. Exploit variable interactions to traverse Pareto local optima, extend single-objective tunneling ideas, and study solution-level, iteration-level and concurrent-process parallelism. Build hybrid island-based search strategies and reusable software, then assess effectiveness and scaling on multicore and multi-CPU HPC systems using problems such as NK landscapes, SAT and TSP. The BONUS team appointment lasts 18 months, begins on 1 January 2027, and offers €2,788 gross per month.
Requirements
PhD or equivalent and expertise in combinatorial optimisation, evolutionary computation, computational intelligence or heuristic search, or relevant HPC expertise. Submit CV, motivation and supporting documents; restricted-area clearance may be required.
Topics
- graybox tunneling algorithms, broader topic: algorithms
- multi-objective combinatorial optimisation, broader topic: optimisation
- variable interactions, search World Wide
- Pareto local optima, search World Wide
- concurrent-process parallelism, search World Wide
- hybrid island-based search, search World Wide
- NK landscapes, search World Wide
- SAT, search World Wide
- TSP, search World Wide
Details
Location
Villeneuve-d'Ascq, France
Source: jobs.inria.fr