Is the Old Conference Ecosystem Being Missed?
Diversity in research conferences is declining globally.
1Decline in Conference Diversity
Conferences like BMVC, ACCV, and FG once had strong communities in their respective fields. Each focused on a specific niche. However, the research world has increasingly concentrated around a few major conferences in recent years. This trend reduces the visibility of work in specialized areas.
2The Rise of Flagship Conferences
While conferences like CVPR and NeurIPS have grown in importance, smaller events are being overshadowed. This limits researchers' platforms for presenting their work. The high demand for major conferences lowers acceptance rates, causing many valuable studies to be overlooked.
3The arXiv and Non-Archival Problem
Many studies that can't find space in conferences end up on platforms like arXiv or go unpublished. This makes it harder for researchers to get recognition for their work. Additionally, the academic value of non-archival submissions remains debated.
4Loss of Focused Communities
Specialized conferences provided networking opportunities for researchers in specific fields. The decline of these communities also limits interdisciplinary interaction. Researchers struggle to connect with peers in their niche at broader conferences.
5Issues in Review Processes
The growth of conferences has negatively impacted peer review. Inconsistent evaluations and capacity issues lead to rejections of quality work. This demotivates researchers and can slow innovation.
6Seeking Solutions for the Future
New models should be explored to make the research ecosystem more inclusive. Virtual conferences, niche events, and hybrid formats could increase diversity. Fairer review processes should also give every study a chance.
Original article: r/MachineLearning — Eski Konferans Ekosistemi Özleniyor mu?