We will accept submission on all topics related to Neural Fields. 

Key fundamental questions that we aim to address in this workshop are:

• How could we encourage and facilitate exchange of ideas and collaboration across different research fields that can benefit from applying neural fields?

• How can we improve the architectures, optimization and computation/memory efficiency of neural fields?

• Which metrics and methods should we use to evaluate improvements to neural fields? For example, is reconstruction accuracy measured by PSNR sufficient, and if not, in which cases is it insufficient?

• When should we avoid using neural fields? For example, does it make sense to use neural fields for discrete data such as text and graphs?

• Which tasks can we tackle with neural fields that haven’t yet been explored?

• What representation can we use for neural fields in order to extract high level information from them and solve downstream tasks? What novel architectures do we need to extract such information from these representations?

Please submit your extended abstract through OpenReview

Deadline: 11th February 2023

• Abstract length: We ask authors to use the official ICLR 2023 template and limit submissions to 6 pages excluding references. Shorter submissions are also welcome. Authors are welcome to include an appendix; however, reviewers are not required to consult this additional material when assessing the submission. 

• Dual Submissions: While we strongly encourage novel work, previously published work (or under-review) is acceptable.  The workshop is non-archival, hence we also allow for submissions that have concurrently been submitted/published to other venues .

• Double-blind Review: Authors must not include any identifying information of the authors (names, affiliations, etc.) or links and self-references that may reveal the authors' identities. 

The organizers aim to provide feedback from three reviewers per submission, which will assess the submission based on relevance, novelty and potential for impact. Reviewers are asked to assess the submission (Reject/Borderline/Accept) as well as provide written feedback. There will be no additional rebuttal period.