Connectionists: [CFP] NeurIPS'24 Workshop : Interpretability in Action : Present, Past and Future

[Chhavi Yadav]

Hi all,

We are excited to bring a workshop on Interpretability to NeurIPS 2024,
called Interpretability in Action : Present, Past and Future
<https://interpretable-ai-workshop.github.io/> . We have 3 tracks : *Regular,
Published and Position papers*!
Submission *deadline is 30 August 2024*. Consider submitting and find the
CFP below!

If you are *interested in reviewing, please fill this form* :
https://docs.google.com/forms/d/e/1FAIpQLSfZ12cMjq8NkFpmGSnZiQcdO35yd3szn_Skq00P5eUFhWUVgA/viewform

*Help us spread the word by sharing in your institutes!*
************************

Call for Papers

We invite submissions to the workshop on interpretability in machine
learning, titled “Interpretable AI: Past, Present and Future”. This
workshop aims to bridge classical interpretability research with modern
methods for foundation models, fostering discussions on the mathematical
foundations, methodology, design, evaluation, and application of
interpretable machine learning models.
Topics of Interest

We welcome submissions addressing, but not limited to, the following topics:

   - Novel approaches, methodologies, and foundations for interpretability
   in machine learning
   - Metrics and benchmarks for evaluating the quality and reliability of
   interpretable models
   - Mechanistic interpretability methods for foundation models (e.g.:
   Large Language Models and Diffusion models)
   - Comparative studies on different interpretability methods and their
   applications
   - Integration of domain knowledge and expertise in interpretable model
   design
   - Applications of interpretability in diverse domains such as
   healthcare, earth sciences, material sciences, physics, and beyond
   - Exploration of ethical and legal needs for enforcing interpretable
   models in decision-making processes

Submission Guidelines

Authors are invited to submit up to 6 pages with unlimited references and
supplementary materials. Submissions should be anonymized and should use
the official template <https://www.overleaf.com/read/vjqdmrbfmppm#f22612>.
Please submit your papers through the official openreview portal
<https://openreview.net/group?id=NeurIPS.cc/2024/Workshop/InterpretableAI>.

We have three tracks: main track, published paper track, and position paper
track.

Reviewing is double-blind. Submissions should clearly articulate the
research problem, methodology, results (if available), and contributions to
the field.

For the main track, submissions can be exploratory in nature and contain
initial novel ideas and results. We welcome submissions undergoing
concurrent peer review elsewhere. Papers presented or scheduled for
presentation at non-archival venues, such as other workshops, are permitted
for submission. However, it is the authors’ responsibility to verify
compliance with other venues’ policies.

Submissions that have been previously published or accepted for publication
in peer-reviewed conferences or journals should be submitted to the published
paper track. These papers will not undergo the review process and will
instead be evaluated by ACs based on the paper’s topic and its fit for the
workshop.

We also invite position papers that provide a commentary on the current
state of interpretable machine learning or its usage in practice, as these
may be of broader interest. To clearly identify submissions, position
papers must be titled beginning with the phrase “Position: <Paper title>”
and submitted to the position paper track.

This workshop is non-archival, and will not have formal proceedings. All
the accepted papers will be publicly available on our workshop website. The
selection of oral presentations will be made based on the PC’s
recommendations and their fit to the topics of the workshop.
Important Dates

   - Submission open on OpenReview: August 9, 2024
   - Submission Deadline: August 30, 2024
   - Notification of Acceptance: October 9, 2024
   - Camera-ready Deadline: November 15, 2024
   - Workshop Date: December 14 or December 15, 2024

All deadlines are 11:59PM UTC-12:00 (AoE).
Contact

For inquiries, please contact interpretable.ai.neurips.workshop [AT]
gmail.com.
-------------- next part --------------
An HTML attachment was scrubbed...
URL: <http://mailman.srv.cs.cmu.edu/pipermail/connectionists/attachments/20240816/ca761efe/attachment.html>