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Per Kristian Lehre

@pklehre.bsky.social

Professor in Computer Science at the University of Birmingham

118 Followers  |  323 Following  |  4 Posts  |  Joined: 16.11.2024  |  1.3165

Latest posts by pklehre.bsky.social on Bluesky

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Runtime Analysis with Variable Cost - Algorithmica The usual approach in runtime analysis is to derive estimates on the number of fitness function evaluations required by a method until a suitable element of the search space is found. One justificatio...

Runtime analysis of evolutionary algorithms counts fitness function evaluations to optimum. We introduce cost models where eval costs differ among search points, allowing cost adaptive optimisation: find optimum by exploring cheaper parts of search space.

link.springer.com/article/10.1...

18.04.2025 13:04 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Learning in games usually assumes small action spaces. This afternoon at #AAAI2025 we give an oral presentation showing that the PDCoEA co-evolutionary algorithm finds the Nash Equilibrium of the game below (2^n actions) in expected poly(n) time. Joint work with Shishen Lin.

28.02.2025 19:43 β€” πŸ‘ 4    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Reinforcement learning gathering a crowd at #AAAI

27.02.2025 15:05 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Arrived in Philadelphia for the AAAI conference. We will present a runtime analysis of the PDCoEA (a coevolutionary algorithm) showing logarithmic (wrt number of strategies) expected runtime to find a Nash equilibrium in the game we studied.

25.02.2025 19:45 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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COST Action CA22137 ROAR-NET organizes two exciting events this year, the Training School and Code Fest, and has calls open for Short-Term Scientific Missisions (STSMs) and Young Researcher and Innovator Conference Grants roar-net.eu

21.02.2025 05:20 β€” πŸ‘ 1    πŸ” 2    πŸ’¬ 0    πŸ“Œ 0

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