Where to submit stat/prob ML [D]
热度趋势
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一位在统计和概率机器学习领域拥有出色发表记录的研究人员指出，顶级机器学习会议的重心发生了显著转变。他们观察到，近年来，基于大型语言模型（LLM）的研究工作已完全占据了ICLR和NeurIPS等会议的主导地位。该研究人员提到，在ICLR会议上，每十篇论文中很难找到一篇与LLM无关的，而NeurIPS的研讨会也几乎全部围绕“智能体”展开。这一趋势表明，尽管这些顶级会议享有盛誉，但它们可能不再是概率和统计机器学习研究的主要发表平台。
I'm a researcher in statistical and probabilistic ML, I have a steady record of top ML publications and really used to enjoy going to conferences.
Over the last few years LLM based works have completely taken over the top conferences. At this year's ICLR, walking among the rows of posters you were lucky to find one paper per row of 10 that wasn't about how their favourite LLM could or couldn't solve their niche benchmark. The workshops tell the same story, most are some kind of agentic flavour. Looking at this year's NeurIPS workshops it's the same thing, basically all are about agents.
I'm wondering where do the stat/prob ML communities go from here? I look up to people like Arnaud Doucet, Aapo Hyvärinen, Christian Naesseth, Stefano Ermon, they seem to still publish at the top 3? On my end, I m thinking AISTATS/UAI might be the way to go.
All in all, the top 3 might never really have been intended as the home for prob/statML works, it just happened to be the 'prestigious' venue.