Search Results for author: Benjamin Paassen

Found 7 papers, 4 papers with code

Continual Imitation Learning for Prosthetic Limbs

no code implementations2 May 2024 Sharmita Dey, Benjamin Paassen, Sarath Ravindran Nair, Sabri Boughorbel, Arndt F. Schilling

Lower limb amputations and neuromuscular impairments severely restrict mobility, necessitating advancements beyond conventional prosthetics.

Imitation Learning Specificity

Diffusion-based Visual Counterfactual Explanations -- Towards Systematic Quantitative Evaluation

1 code implementation11 Aug 2023 Philipp Vaeth, Alexander M. Fruehwald, Benjamin Paassen, Magda Gregorova

Latest methods for visual counterfactual explanations (VCE) harness the power of deep generative models to synthesize new examples of high-dimensional images of impressive quality.

counterfactual Image Classification

Graph Edit Networks

1 code implementation ICLR 2021 Benjamin Paassen, Daniele Grattarola, Daniele Zambon, Cesare Alippi, Barbara Eva Hammer

With this result, we hope to provide a firm theoretical basis for a next generation of time series prediction models.

Attribute Graph Generation +3

Recursive Tree Grammar Autoencoders

3 code implementations3 Dec 2020 Benjamin Paassen, Irena Koprinska, Kalina Yacef

Machine learning on trees has been mostly focused on trees as input to algorithms.

Decoder Drug Discovery +3

Tree Echo State Autoencoders with Grammars

2 code implementations19 Apr 2020 Benjamin Paassen, Irena Koprinska, Kalina Yacef

Tree data occurs in many forms, such as computer programs, chemical molecules, or natural language.

Time Series Time Series Prediction

Reservoir memory machines

no code implementations12 Feb 2020 Benjamin Paassen, Alexander Schulz

In recent years, Neural Turing Machines have gathered attention by joining the flexibility of neural networks with the computational capabilities of Turing machines.

regression

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