scholarly journals Toward a neuro-inspired creative decoder

Author(s):  
Payel Das ◽  
Brian Quanz ◽  
Pin-Yu Chen ◽  
Jae-wook Ahn ◽  
Dhruv Shah

Creativity, a process that generates novel and meaningful ideas, involves increased association between task-positive (control) and task-negative (default) networks in the human brain. Inspired by this seminal finding, in this study we propose a creative decoder within a deep generative framework, which involves direct modulation of the neuronal activation pattern after sampling from the learned latent space. The proposed approach is fully unsupervised and can be used off- the-shelf. Several novelty metrics and human evaluation were used to evaluate the creative capacity of the deep decoder. Our experiments on different image datasets (MNIST, FMNIST, MNIST+FMNIST, WikiArt and CelebA) reveal that atypical co-activation of highly activated and weakly activated neurons in a deep decoder promotes generation of novel and meaningful artifacts.

2007 ◽  
Vol 118 (4) ◽  
pp. e34-e35
Author(s):  
R. Gobbelé ◽  
U. Stegelmeyer ◽  
T.D. Waberski ◽  
K.E. Stephan ◽  
K. Rache ◽  
...  

2018 ◽  
Vol 8 (7) ◽  
pp. 429-443 ◽  
Author(s):  
Richard H. Chen ◽  
Takuya Ito ◽  
Kaustubh R. Kulkarni ◽  
Michael W. Cole

2008 ◽  
Vol 1205 ◽  
pp. 81-90 ◽  
Author(s):  
René Gobbelé ◽  
Kathrin Lamberty ◽  
Klaas E. Stephan ◽  
Ulrike Stegelmeyer ◽  
Helmut Buchner ◽  
...  

2021 ◽  
Author(s):  
Moataz Assem ◽  
Sneha Shashidhara ◽  
Matthew F. Glasser ◽  
John Duncan

AbstractRecent functional MRI studies identified sensory-biased regions across much of the association cortices and cerebellum. However, their anatomical relationship to multiple-demand (MD) regions, characterized as domain-general due to their co-activation during multiple cognitive demands, remains unclear. For a better anatomical delineation, we used multimodal MRI techniques of the Human Connectome Project to scan subjects performing visual and auditory versions of a working memory (WM) task. The contrast between hard and easy WM showed strong domain generality, with essentially identical patterns of MD activity for visual and auditory materials. In contrast, modality preferences were shown by contrasting easy WM with baseline; most MD regions showed visual preference while immediately adjacent to cortical MD regions, there were interleaved regions of both visual and auditory preference. The results may exemplify a general motif whereby domain-specific regions feed information into and out of an adjacent, integrative MD core.


2017 ◽  
Author(s):  
Selen Atasoy ◽  
Leor Roseman ◽  
Mendel Kaelen ◽  
Morten L. Kringelbach ◽  
Gustavo Deco ◽  
...  

ABSTRACTRecent studies have started to elucidate the effects of lysergic acid diethylamide (LSD) on the human brain but the underlying dynamics are not yet fully understood. Here we used ‘connectome-harmonic decomposition’, a novel method to investigate the dynamical changes in brain states. We found that LSD alters the energy and the power of individual harmonic brain states in a frequency-selective manner. Remarkably, this leads to an expansion of the repertoire of active brain states, suggestive of a general re-organization of brain dynamics given the non-random increase in co-activation across frequencies. Interestingly, the frequency distribution of the active repertoire of brain states under LSD closely follows power-laws indicating a re-organization of the dynamics at the edge of criticality. Beyond the present findings, these methods open up for a better understanding of the complex brain dynamics in health and disease.


2017 ◽  
Author(s):  
Alessandra Matzeu ◽  
Rémi Martin-Fardon

ABSTRACTHypothalamic orexin (Orx) neurons that project to the paraventricular nucleus of the thalamus (PVT) have received growing interest because of their role in drug-seeking behavior. When injected in the posterior PVT (pPVT), OrxA reinstated extinguished cocaine-seeking behavior in rats that had long access (LgA) to cocaine for 6 h/day after an intermediate period of abstinence (I-Abst, 2-3 weeks). Considering the long-lasting nature of drug-seeking behavior and that the PVT sends projections to the hypothalamus, the present study examined whether (i) OrxA’s priming effect is preserved after a period of protracted abstinence (P-Abst, 4-5 weeks) in LgA rats and (ii) the neural activation pattern (i.e., Fos+ and Fos+/Orx+ cells) in the lateral hypothalamus (LH), dorsomedial hypothalamus (DMH), and perifornical area (PFA) following intra-pPVT OrxA administration that may explain OrxA-induced reinstatement in LgA animals. As reported previously, OrxA administration in the pPVT triggered cocaine-seeking behavior after I-Abst. With P-Abst, the priming effect of OrxA was absent. An intra-pPVT injection of OrxA produced a strong increase in neuronal activation (i.e., Fos expression) in the LH/DMH/PFA at I-Abst but not at P-Abst. The analysis of the activation (Fos+) of Orx neurons (Orx+) revealed an increase in Fos+/Orx+ expression in the LH/DMH/PFA at I-Abst only, thus paralleling the behavioral data. These data indicate that shortly after abstinence, PVT↔LH/DMH/PFA connections are strongly recruited in animals with a history of cocaine dependence. The lack of effect at P-Abst suggests that the function of Orx receptors and connectivity of the PVT↔LH/DMH/PFA circuit undergo significant neuroadaptations following P-Abst.SIGNIFICANCE STATEMENTA better understanding of the pathophysiological changes associated with cocaine addiction is needed to develop efficient pharmacotherapies. The paraventricular nucleus of the thalamus (PVT) and orexin (Orx) transmission within the PVT have been implicated in maladaptive (compulsive) behavior that is characteristic of drug addiction. The present study shows OrxA injections in the posterior PVT reinstates cocaine-seeking behavior in animals with a history of cocaine dependence, and this effect disappears after protracted abstinence, paralleled by the neuronal activation pattern in the hypothalamus. In subjects with a history of cocaine dependence, the function of Orx receptors and connectivity of the PVT↔ LH/DMH/PFA circuit undergo significant neuroadaptations.


NeuroImage ◽  
2015 ◽  
Vol 111 ◽  
pp. 476-488 ◽  
Author(s):  
Jingyuan E. Chen ◽  
Catie Chang ◽  
Michael D. Greicius ◽  
Gary H. Glover

2006 ◽  
Vol 103 (21) ◽  
pp. 8263-8268 ◽  
Author(s):  
D. Le Bihan ◽  
S.-i. Urayama ◽  
T. Aso ◽  
T. Hanakawa ◽  
H. Fukuyama

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