Discover how review timestamps reveal deeper engagement with your rebuttal.

In the context of ECCV 2026, it's concerning that none of the reviewers have provided recent justifications for their scores, particularly given that my rebuttal addressed all concerns.

3 min readMachine Learning

The recent discourse surrounding the lack of modified dates next to reviews on OpenReview highlights a critical concern within academic peer review processes. As noted in the commentary about the ECCV 2026 submissions, the absence of reviewer justifications, especially after rebuttals have been provided, raises questions about the integrity and transparency of the evaluation process. This issue echoes the sentiments expressed by other researchers who have faced similar hurdles, such as those reflected in the [ICML Proceedings-only [D]](/post/icml-proceedings-only-d-cmpdav8qb03nvs0glgxk4sapc), where procedural clarity is equally vital.

The significance of having a clearly marked modified date is not merely administrative; it serves as an indication of the reviewers' engagement with the authors' rebuttals. When reviewers provide justification for their scores, they enhance the credibility of the review system. Conversely, when such justifications are absent, as reported by the user with a score of 433, it can lead to feelings of frustration and disillusionment among authors. The lack of response can feel dismissive, especially when authors have made substantial efforts to address concerns raised during the review. This situation is not unique to ECCV; similar experiences have been reported in other conferences, such as CVPR, where authors felt their work was undervalued despite clear explanations in their rebuttals.

Moreover, this situation presents a broader commentary on the evolving landscape of academic publishing and peer review. The transition to digital platforms like OpenReview has the potential to enhance transparency, yet it also requires adherence to best practices that ensure fairness. The absence of reviewer justifications can undermine the collaborative spirit that the peer review process is supposed to foster. It raises a fundamental question: how can we ensure that the peer review process remains a constructive dialogue rather than a series of unilateral decisions? The recent developments, including the introduction of features in systems like Anthropic's MCP Tunnels for Private Agent Access to Internal Systems, illustrate that innovation in technology can enhance various domains, but it must be matched with a commitment to ethical practices and transparency.

This lack of engagement also has implications for the authors' future work. If they perceive the review process as opaque and unresponsive, it may discourage them from submitting to certain venues in the future or lead them to question the value of their contributions. This could ultimately stifle innovation in the field, as researchers may hesitate to share their findings due to fear of inadequate recognition. The community must prioritize establishing clearer communication protocols that encourage reviewer accountability and author engagement.

Looking ahead, this situation calls for a reassessment of peer review practices to ensure they align with the principles of transparency and mutual respect. As the academic community continues to evolve, the challenge will be to cultivate systems that not only value scholarly contributions but also provide constructive feedback that enhances the research landscape. The question remains: how can we collectively advocate for a peer review process that upholds these values while fostering an environment of trust and collaboration?

From Machine Learning

On Openreview, you can see modified date next to the review. This modified date should be recent (anything 12th May or newer) which means that reviewer gave a final justification and may have increased their score or kept the same score. In either case, it means they read the rebuttal and justified their score and decision.

Read the original at Machine Learning