Jakob Drefs

14 papers A 2Journal 9Unranked 2
YearRankTypeTitle / Venue / Authors
2024 A conf
Blind Zero-Shot Audio Restoration: A Variational Autoencoder Approach for Denoising and Inpainting.
INTERSPEECH
Veranika Boukun, Jakob Drefs, Jörg Lücke
2024 J jnl
Zero-shot denoising of microscopy images recorded at high-resolution limits.
PLoS Comput. Biol.
Sebastian Salwig, Jakob Drefs, Jörg Lücke
2023 J jnl
Generic Unsupervised Optimization for a Latent Variable Model With Exponential Family Observables.
J. Mach. Learn. Res.
S. Hamid Mousavi, Jakob Drefs, Florian Hirschberger, Jörg Lücke
2022 — conf
Direct Evolutionary Optimization of Variational Autoencoders with Binary Latents.
ECML/PKDD (3)
Jakob Drefs, Enrico Guiraud, Filippos Panagiotou, Jörg Lücke
2022 — —
Evolutionary Variational Optimization for Probabilistic Unsupervised Learning.
Jakob Drefs
2022 J jnl
Evolutionary Variational Optimization of Generative Models.
J. Mach. Learn. Res.
Jakob Drefs, Enrico Guiraud, Jörg Lücke
2021 J jnl
Inference and Learning in a Latent Variable Model for Beta Distributed Interval Data.
Entropy
S. Hamid Mousavi, Mareike Buhl, Enrico Guiraud, Jakob Drefs, Jörg Lücke
2020 — conf
A Double-Dictionary Approach Learns Component Means and Variances for V1 Encoding.
LOD (2)
S. Hamid Mousavi, Jakob Drefs, Jörg Lücke
2020 J jnl
Direct Evolutionary Optimization of Variational Autoencoders With Binary Latents.
CoRR
Enrico Guiraud, Jakob Drefs, Jörg Lücke
2020 J jnl
Evolutionary Variational Optimization of Generative Models.
CoRR
Jakob Drefs, Enrico Guiraud, Jörg Lücke
2020 J jnl
Maximal Causes for Exponential Family Observables.
CoRR
S. Hamid Mousavi, Jakob Drefs, Florian Hirschberger, Jörg Lücke
2019 J jnl
ProSper - A Python Library for Probabilistic Sparse Coding with Non-Standard Priors and Superpositions.
CoRR
Georgios Exarchakis, Jörg Bornschein, Abdul-Saboor Sheikh, Zhenwen Dai, Marc Henniges, Jakob Drefs, Jörg Lücke
2019 J jnl
STRFs in primary auditory cortex emerge from masking-based statistics of natural sounds.
PLoS Comput. Biol.
Abdul-Saboor Sheikh, Nicol S. Harper, Jakob Drefs, Yosef Singer, Zhenwen Dai, Richard E. Turner, Jörg Lücke
2018 A conf
Evolutionary expectation maximization.
GECCO
Enrico Guiraud, Jakob Drefs, Jörg Lücke