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Interpreting ICMI 2026 Review Scores

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๐Ÿค–Read original on Reddit r/MachineLearning

๐Ÿ’กLearn how to interpret conference review scores and optimize your rebuttal strategy for better acceptance odds.

โšก 30-Second TL;DR

What Changed

Submission received 4/3/4 ratings (Probably Accept/Borderline/Probably Accept).

Why It Matters

Understanding review patterns helps researchers better prepare rebuttals and manage expectations for conference acceptance.

What To Do Next

Focus your rebuttal on addressing the specific soundness concerns raised by the borderline reviewer to improve your chances.

Who should care:Researchers & Academics

Key Points

  • โ€ขSubmission received 4/3/4 ratings (Probably Accept/Borderline/Probably Accept).
  • โ€ขReviewer with high expertise recommended acceptance despite minor soundness concerns.
  • โ€ขCommunity discussion focuses on the impact of the rebuttal phase on borderline papers.

๐Ÿง  Deep Insight

Web-grounded analysis with 7 cited sources.

๐Ÿ”‘ Enhanced Key Takeaways

  • โ€ขThe ACM International Conference on Multimodal Interaction (ICMI) is recognized as the premier international forum for multidisciplinary research in multimodal human-human and human-computer interaction.
  • โ€ขICMI's paper review process typically utilizes a double-blind methodology, where both authors and reviewers remain anonymous to each other to help ensure impartiality.
  • โ€ขReview scores, such as the 4/3/4 mentioned, are not simply averaged; the overall summary score is the primary criterion for acceptance, and it is heavily influenced by detailed qualitative feedback provided by reviewers.
  • โ€ขThe rebuttal phase is a crucial period for authors to respond to reviewer critiques, particularly for submissions with borderline scores, and can significantly impact the final acceptance decision by the program committee.
  • โ€ขThe specific theme for ICMI 2026 is 'Context and Cultural Awareness for Multimodal Interaction,' encouraging submissions that explore how cultural and contextual factors influence the design, implementation, and evaluation of multimodal interaction systems.

๐Ÿ”ฎ Future ImplicationsAI analysis grounded in cited sources

ICMI 2026's focus on 'Context and Cultural Awareness' will likely drive research towards more ethically and socially informed multimodal AI systems.
The conference theme explicitly highlights the importance of integrating cultural background and contextual information into multimodal systems to align with established communication norms, particularly in the Italian context where the conference is held.
The double-blind review process at ICMI, while aiming to reduce bias, may still be susceptible to subtle forms of bias, such as citation bias.
Studies on other top-tier computer science conferences, including ICML, have indicated that citing a reviewer's work can be associated with a slight increase in their given score, suggesting that citation bias can exist even in anonymized review processes.
The transition to ACM Open Access in 2026 will significantly alter the publication landscape for ICMI authors, potentially introducing new financial considerations.
Starting January 1, 2026, ACM will fully transition to an Open Access model, meaning authors from institutions not participating in ACM Open will need to pay an Article Processing Charge (APC) to publish, although a temporary subsidy is available for 2026.

โณ Timeline

1996
First International Conference on Multimodal Interfaces (ICMI) held in Beijing, China.
2001
ICMI began publishing its proceedings with ACM after a joint conference with the Perceptive User Interfaces (PUI) workshop.
2003
ICMI became an ACM-sponsored conference.
2011
The International Conference on Multimodal Interaction (ICMI) officially merged with the Workshop on Machine Learning for Multimodal Interaction (MLMI).
2018
ICMI 2018 reported an overall acceptance rate of 42.3% for full and short papers.
2025
An Advisory Committee was established for indefinite appointment, augmenting the existing Steering Committee for ICMI.
2026-01-01
ACM fully transitions to an Open Access publishing model for all its publications, including ICMI.
2026-04-20
Paper submission deadline for ICMI 2026.
2026-06-01
Rebuttal period for ICMI 2026 submissions.
2026-07-01
Paper notification date for ICMI 2026.

๐Ÿ“Ž Sources (7)

Factual claims are grounded in the sources below. Forward-looking analysis is AI-generated interpretation.

  1. acm.org
  2. aiexpertmagazine.com
  3. acm.org
  4. imaging.org
  5. icml.cc
  6. visionbib.com
  7. peerreviewcongress.org
๐Ÿ“ฐ

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Original source: Reddit r/MachineLearning โ†—