User profiles for Wiktor Młynarski

Wiktor Młynarski

LMU Munich
Verified email at bio.lmu.de
Cited by 400

Adaptive coding for dynamic sensory inference

WF Młynarski, AM Hermundstad - Elife, 2018 - elifesciences.org
10.7554/eLife.32055.001 Behavior relies on the ability of sensory systems to infer properties
of the environment from incoming stimuli. The accuracy of inference depends on the fidelity …

Learning midlevel auditory codes from natural sound statistics

W Młynarski, JH McDermott - Neural computation, 2018 - direct.mit.edu
Interaction with the world requires an organism to transform sensory signals into representations
in which behaviorally meaningful properties of the environment are made explicit. …

Efficient and adaptive sensory codes

WF Młynarski, AM Hermundstad - Nature Neuroscience, 2021 - nature.com
The ability to adapt to changes in stimulus statistics is a hallmark of sensory systems. Here,
we developed a theoretical framework that can account for the dynamics of adaptation from …

[PDF][PDF] Statistical analysis and optimality of neural systems

W Młynarski, M Hledík, TR Sokolowski, G Tkačik - Neuron, 2021 - cell.com
Normative theories and statistical inference provide complementary approaches for the
study of biological systems. A normative theory postulates that organisms have adapted to …

[HTML][HTML] Panoramic visual statistics shape retina-wide organization of receptive fields

D Gupta, W Młynarski, A Sumser, O Symonova… - Nature …, 2023 - nature.com
Statistics of natural scenes are not uniform—their structure varies dramatically from ground
to sky. It remains unknown whether these nonuniformities are reflected in the large-scale …

Ecological origins of perceptual grouping principles in the auditory system

W Młynarski, JH McDermott - Proceedings of the National …, 2019 - National Acad Sciences
Events and objects in the world must be inferred from sensory signals to support behavior.
Because sensory measurements are temporally and spatially local, the estimation of an object …

[HTML][HTML] Environmental dynamics shape perceptual decision bias

JA Charlton, WF Młynarski, YH Bai… - PLoS Computational …, 2023 - journals.plos.org
To interpret the sensory environment, the brain combines ambiguous sensory measurements
with knowledge that reflects context-specific prior experience. But environmental contexts …

[HTML][HTML] Statistics of natural binaural sounds

W Młynarski, J Jost - PloS one, 2014 - journals.plos.org
Binaural sound localization is usually considered a discrimination task, where interaural
phase (IPD) and level (ILD) disparities at narrowly tuned frequency channels are utilized to …

[HTML][HTML] Novel drug-regulated transcriptional networks in brain reveal pharmacological properties of psychotropic drugs

M Korostynski, M Piechota, J Dzbek, W Mlynarski… - BMC genomics, 2013 - Springer
Background Despite their widespread use, the biological mechanisms underlying the efficacy
of psychotropic drugs are still incompletely known; improved understanding of these is …

[HTML][HTML] The opponent channel population code of sound location is an efficient representation of natural binaural sounds

W Młynarski - PLoS computational biology, 2015 - journals.plos.org
In mammalian auditory cortex, sound source position is represented by a population of broadly
tuned neurons whose firing is modulated by sounds located at all positions surrounding …