Two days is not enough time to judge five months of rigorous work, and a desk rejection with zero comment is not feedback, it is a dismissal. The system that promised to evaluate your contribution instead decided your paper was not worth its attention, and it did so without the courtesy of an explanation. That is not a failure of your research; it is a failure of the process, and it is worth saying plainly because too many early-career researchers internalize this silence as a verdict on their abilities.
The deeper issue here is that desk rejections are increasingly becoming a filter for perceived novelty rather than a check on quality. Your paper was robust, reproducible, and built directly on a niche topic accepted in 2024, but it was not flashy enough to survive the first pass. This is the same tension we see in Navigating AI-Slop Detection in ICLR's First Automated Review Cycle, where the first automated review cycle is already struggling to separate genuine contributions from surface-level polish. The lesson is not that rigor is worthless, but that rigor alone does not protect you from editorial triage. You followed the template, you cited the right work, you did everything asked of you, and the system still treated your effort as disposable.
What should you do next? Do not resubmit to the same venue hoping for a different editor-in-chief. That is a gamble with your time and your morale, and the evidence from OpenReview suggests you are the outlier, which means the decision was likely personal to the editor, not a reflection of your paper. Submit elsewhere. Target a venue that has demonstrated openness to incremental, reproducible work, and use the two-day rejection as a signal that this particular journal is not where your contribution belongs. Your profile for masters does not need one perfect acceptance; it needs a record of persistence and a paper that finds a home where it is actually read. And yes, email the editor for feedback, even if you expect silence. The act of asking is itself a professional move, and occasionally you will get a response that clarifies what the gatekeepers value.
The practical takeaway is this: treat desk rejections as data, not as judgment. A two-day turnaround with no comment tells you about the editor's priorities, not the quality of your work. Your next step is to find a venue that aligns with your paper's strengths, and to keep building toward the next paper with the same rigor you brought to this one. The silence you received is frustrating, but it is also clarifying. It tells you exactly where not to invest your next five months.