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Adam Żychowski

3 accepted papers

2024

Coevolutionary Algorithm for Building Robust Decision Trees under Minimax Regret

AAAI 2024technical

In recent years, there has been growing interest in developing robust machine learning (ML) models that can withstand adversarial attacks, including one of the most widely adopted, efficient, and interpretable ML algorithms—decision trees (DTs). This paper proposes a novel coevolutionary algorithm (…

2022

Duel-based Deep Learning system for solving IQ tests

AISTATS 2022poster

One of the relevant aspects of Artificial General Intelligence is the ability of machines to demonstrate abstract reasoning skills, for instance, through solving (human) IQ tests. This work presents a new approach to machine IQ tests solving formulated as Raven’s Progressive Matrices (RPMs), called…

2022

Evolutionary Approach to Security Games with Signaling

IJCAI 2022poster

Green Security Games have become a popular way to model scenarios involving the protection of natural resources, such as wildlife. Sensors (e.g. drones equipped with cameras) have also begun to play a role in these scenarios by providing real-time information. Incorporating both human and sensor de…