Research & Papers

What is an average publication outcome for an ML PhD? [D]

A viral Reddit debate reveals typical paper counts for top ML PhDs.

Deep Dive

A Reddit user asks the community: for an ML PhD, is 3–5 first-author papers at top venues like NeurIPS, ICML, ICLR, CVPR, ACL, or EMNLP considered average or above average? The user acknowledges paper count is a crude metric but wants a rough sense of typical outcomes.

Key Points
  • The user asked about average first-author papers at venues like NeurIPS, ICML, ICLR, CVPR, ACL, and EMNLP.
  • Typical responses suggest 1–3 top-tier first-author papers is a strong outcome, not 3–5.
  • Subfield, advisor, and co-authorship norms make publication count a crude metric for PhD success.

Why It Matters

Helps ML PhD students and advisors set realistic expectations for publication productivity.