About this Research Topic

Background

The idea of combining Artificial Intelligence research and Computational Modeling with Neuroscience and Cognitive Sciences has recently gained popularity leading to a novel research philosophy for which the term “Cognitive Computational Neuroscience” has been coined. For example, this interdisciplinary approach has already gained attention as regards the human visual system, as receptive fields in the retina served as a template for convolutional neural networks, leading to a breakthrough in image classification tasks and computer vision. In this context, deep neural networks are used as models of the visual system to predict and generate new hypotheses, tested with brain and behavioral data.

Regarding the Auditory System, the same interdisciplinary approach and close cooperation with computational sciences, would open up many interesting opportunities for Auditory Neuroscience. It is already common knowledge that there is the urge to develop novel methods to evaluate high-dimensional neuronal data, as well as new models to predict for further experimental paradigms to progress in the field. Thus, we want to further establish and strengthen the connection between AI and auditory neuroscience, in particular, in the context of auditory phantom perception such as subjective tinnitus, for instance. There is not yet sufficient understanding of stimulus processing along the auditory pathway, and no clear mechanistic explanation for phenomena such as tinnitus.

The aim of this Research Topic is to develop new computational models and tools to further advance in explaining the neural computations along the auditory pathway, in both healthy and impaired auditory systems.
Special emphasis is put on the discussion regarding the right level of description of auditory phantom perceptions, as there exist fine-grained computational models for molecular mechanisms and coarse-grained models describing the basic computation based on Bayesian Statistics. It is important to discuss what is shared by these models and how they can combine to draw the whole picture. We also aim to find novel tools to analyze the high-dimensional data gained from high density EEG/MEG, multi-electrode recordings, and fMRI, but also behavioral paradigms, helping to understand how auditory stimuli are encoded.

The goal is to bring together machine learning (ML), artificial intelligence (AI) and computational modeling researchers, with neuroscientists, psychologists and physicians pointing at the paths towards the next major directions in the field of auditory neuroscience and tinnitus research.
This collection will serve as starting point and platform to discuss further research directions to unravel the mysteries of auditory processing, tinnitus development and chronic manifestation.

We welcome all types of articles (including opinions and perspectives) addressing the following:
• computational modelling, based on artificial deep neural networks as models for sensory pathways
• explore new methods including algorithms from AI and ML to explore neuronal and behavioral data
• novel ideas from a medical point of view, which could be implemented in computational models or in innovative evaluation tools (Thus, we explicitly welcome submissions from experimental scientists providing new ideas for innovative modeling and evaluation approaches.)

Keywords: Auditory, Perception, machine learning (ML), artificial intelligence (AI)

Important note: All contributions to this Research Topic must be within the scope of the section and journal to which they are submitted, as defined in their mission statements. Frontiers reserves the right to guide an out-of-scope manuscript to a more suitable section or journal at any stage of peer review.

Frequently asked questions

• What is a Research Topic?

  Frontiers' Research Topics are collaborative hubs built around an emerging theme.Defined, managed, and led by renowned researchers, they bring communities together around a shared area of interest to stimulate collaboration and innovation.

  Unlike section journals, which serve established specialty communities, Research Topics are pioneer hubs, responding to the evolving scientific landscape and catering to new communities.

• Why does Frontiers publish Research Topics? 

  The goal of Frontiers' publishing program is to empower research communities to actively steer the course of scientific publishing. Our program was implemented as a three-part unit with fixed field journals, flexible specialty sections, and dynamically emerging Research Topics, connecting communities of different sizes and maturity.

  Research Topics originate from the scientific community. Many of our Research Topics are suggested by existing editorial board members who have identified critical challenges or areas of interest in their field.

• Why are Research Topics important for journals?

  As an editor, Research Topics will help you build your journal, as well as your community, around emerging, cutting-edge research. As research trailblazers, Research Topics attract high-quality submissions from leading experts all over the world.

  A thriving Research Topic can potentially evolve into a new specialty section if there is sustained interest and a growing community around it.

• How do we ensure the quality of articles within Research Topics?

  Each Research Topic must be approved by the specialty chief editor, and they fall under the editorial oversight of our editorial boards, supported by our in-house research integrity team. The same standards and rigorous peer review processes apply to articles published as part of a Research Topic as for any other article we publish.

    In 2023, 80% of the Research Topics we published were edited or co-edited by our editorial board members, who are already familiar with their journal's scope, ethos, and publishing model. All other topics are guest edited by leaders in their field, each vetted and formally approved by the specialty chief editor.

• What are the benefits of publishing my article in a Research Topic?

  Publishing your article within a Research Topic with other related articles increases its discoverability and visibility, which can lead to more views, downloads, and citations. Research Topics grow dynamically as more published articles are added, causing frequent revisiting, and further visibility.

  As Research Topics are multidisciplinary, they are cross-listed in several fields and section journals – increasing your reach even more and giving you the chance to expand your network and collaborate with researchers in different fields, all focusing on expanding knowledge around the same important topic.

  Our larger Research Topics are also converted into ebooks and receive social media promotion from our digital marketing team.

   
• What types of articles can be published in a Research Topic?

  Frontiers offers multiple article types, but it will depend on the field and section journals in which the Research Topic will be featured. The available article types for a Research Topic will appear in the drop-down menu during the submission process.

  Check available article types here 

• Can I suggest a new Research Topic? 

  Yes, we would love to hear your ideas for a topic. Most of our Research Topics are community-led and suggested by researchers in the field. Our in-house editorial team will contact you to talk about your idea and whether you’d like to edit the topic. If you’re an early-stage researcher, we will offer you the opportunity to coordinate your topic, with the support of a senior researcher as the topic editor. 

  Suggest your topic here 

• Who leads a Research Topic? 

  A team of guest editors (called topic editors) lead their Research Topic. This editorial team oversees the entire process, from the initial topic proposal to calls for participation, the peer review, and final publications.

  The team may also include topic coordinators, who help the topic editors send calls for participation, liaise with topic editors on abstracts, and support contributing authors. In some cases, they can also be assigned as reviewers.

• What is the role of a topic editor?

  As a topic editor (TE), you will take the lead on all editorial decisions for the Research Topic, starting with defining its scope. This allows you to curate research around a topic that interests you, bring together different perspectives from leading researchers across different fields and shape the future of your field. 

   

  You will choose your team of co-editors, curate a list of potential authors, send calls for participation and oversee the peer review process, accepting or recommending rejection for each manuscript submitted.

• What support will I receive when editing a new Research Topic? 

  As a topic editor, you're supported at every stage by our in-house team. You will be assigned a single point of contact to help you on both editorial and technical matters. Your topic is managed through our user-friendly online platform, and the peer review process is supported by our industry-first AI review assistant (AIRA).

• As a junior researcher, can I be involved in editing a Research Topic? 

  If you’re an early-stage researcher, we will offer you the opportunity to coordinate your topic, with the support of a senior researcher as the topic editor. This provides you with valuable editorial experience, improving your ability to critically evaluate research articles and enhancing your understanding of the quality standards and requirements for scientific publishing, as well as the opportunity to discover new research in your field, and expand your professional network.

• Can I get a certificate for editing a Research Topic?

  Yes, certificates can be issued on request. We are happy to provide a certificate for your contribution to editing a successful Research Topic.

• Who will I collaborate with?

  Research Topics thrive on collaboration and their multi-disciplinary approach around emerging, cutting-edge themes, attract leading researchers from all over the world.

• How long does it take to publish a Research Topic?

  As a topic editor, you can set the timeline for your Research Topic, and we will work with you at your pace. Typically, Research Topics are online and open for submissions within a few weeks and remain open for participation for 6 – 12 months. Individual articles within a Research Topic are published as soon as they are ready.

  Find out more about our Research Topics

• What fee support is available to authors publishing in a Research Topic?

  Our fee support program ensures that all articles that pass peer review, including those published in Research Topics, can benefit from open access – regardless of the author's field or funding situation.

  Authors and institutions with insufficient funding can apply for a discount on their publishing fees. A fee support application form is available on our website.

• Will there be a printed version of my RT?

  In line with our mission to promote healthy lives on a healthy planet, we do not provide printed materials. All our articles and ebooks are available under a CC-BY license, so you can share and print copies.