Venue: RBCDSAI DAI 2023 Conference

Reviews:

final_score: rating: 2: Borderline
review_content: summary: The authors present their approach that leverages Multi-Armed Bandits for suggesting learning sequences to learners based on their knowledge level. Such a solution lies at the heart of Intelligent Tutoring Systems whose importance has been increasing.
strengths: - The problem motivation is presented well.
- The authors have presented an algorithm for a bandits based parameter estimtation and presented some preliminary results. 
weaknesses: - It is not clear how the authors envision to address the issue of input quality from learners. For instance learner's knowledge level is input to be in the range between 0 and 1, and it is not clear how these inputs are provided, and how are the values normalized across the learners. 
- The term " the CDF value of the action a" is ambiguous and some additional explanation would strengthen the article. 
- The authors do not explain the term $c_{i}^{t}$, and what do $\alpha$ and $\beta$ represent. 
- The authors do not explain the term $\lambda_{j->i}$ and how they ensure that $\sum_{j=1}^{D} \lambda_{j->i}$=1
- Will the solution work for 1 concept if $\lambda_{j−>i} = \frac{1}{K-1}$
- The key insights from each of the plots is missing. 

Nitpicks
- The following URL contains suggestions on how to properly cite articles: https://www.read.seas.harvard.edu/~kohler/latex.html#refcap. 
- The fonts in the figures are very small
review_title: null

Meta-review: Thank you for submitting your work to the Deployable AI conference, which is jointly organized by the Center for Responsible AI (CeRAI) & Robert Bosch Center for Deployable AI (RBC-DSAI), IIT Madras, Aalto University, University of Helsinki, University of Jyväskylä, and Oulu University.

We are pleased to inform you that your article is accepted. We invite you to present poster in GatherTown on Day-3 of the conference, on Wednesday June 7th. The poster should be a PDF in landscape mode in A1 page size. Please send your posters into smevents@rbcdsai.org, and projectofficer@rbcdsai.org by 10 am IST Monday 5.6.23. You will receive the Zoom links with the calendar invites for your presentations by Friday 2.6.23

All presenting authors must register for the conference – please do so ASAP if you haven’t already. For more information and registration, please visit the conference page: https://rbcdsai.iitm.ac.in/DAI-2023/index.html.

Please also ensure that all authors have their profiles on openreview. 
Decision: Accept (Poster)