[D] ICML Rebuttal Question

Reddit r/MachineLearning / 4/5/2026

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Key Points

  • 投稿者はICMLのrebuttalで「方法がnovelではない」というstrawman的な指摘にどう反論すべきか悩んでいる。
  • 研究の核は主に既存要素の組み合わせと、ドメイン外での「予想外の」組み合わせによって全ベースラインを上回る点にある。
  • さらに著者は、なぜその組み合わせで性能が出たのかを具体的に特定できており、分野内でも結果が驚きとして受け止められていると主張している。
  • 一方で、レビューアは新規性のうち特定の側面(組み合わせの意外性よりも、主張される新規コンポーネント)を重視しておらず、反論の焦点設計が難しい状況だ。

I am currently working on my response on the rebuttal acknowledgments for ICML and I doubting how to handle the strawman argument of that the method is not "novel". We were able to address all other concerns, but the reviewers keep up with this argument.

The issue is that our approach is mostly novel. We are able to outperform all baselines, and even a set of baselines which our method should not have been able to outperform. We achieve this through unexpected means, whereby we exactly could pinpoint the reasons why we could do this. Everyone in our field are surprised with these results, and says they are sort of groundbreaking for the field.

However, we were able to do this by combining existing components, which were never used in our domain. We also introduced novel components, but the reviewers do not care about them. Does someone know the best way to react to this argument?

submitted by /u/Derpirium
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