Search Results for author: Kalle Kujanpää

Found 4 papers, 2 papers with code

Hierarchical Imitation Learning with Vector Quantized Models

1 code implementation30 Jan 2023 Kalle Kujanpää, Joni Pajarinen, Alexander Ilin

The ability to plan actions on multiple levels of abstraction enables intelligent agents to solve complex tasks effectively.

Imitation Learning

Continuous Monte Carlo Graph Search

1 code implementation4 Oct 2022 Kalle Kujanpää, Amin Babadi, Yi Zhao, Juho Kannala, Alexander Ilin, Joni Pajarinen

To address this problem, we propose Continuous Monte Carlo Graph Search (CMCGS), an extension of MCTS to online planning in environments with continuous state and action spaces.

Continuous Control Decision Making

Automating Privilege Escalation with Deep Reinforcement Learning

no code implementations4 Oct 2021 Kalle Kujanpää, Willie Victor, Alexander Ilin

AI-based defensive solutions are necessary to defend networks and information assets against intelligent automated attacks.

BIG-bench Machine Learning Intrusion Detection +2

Longitudinal Variational Autoencoder

no code implementations17 Jun 2020 Siddharth Ramchandran, Gleb Tikhonov, Kalle Kujanpää, Miika Koskinen, Harri Lähdesmäki

Longitudinal datasets measured repeatedly over time from individual subjects, arise in many biomedical, psychological, social, and other studies.

Imputation Time Series Analysis

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