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acceptance rates

2 articles · Page 1 of 1
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Sep 13, 2026 · Industry Insights

Research Like Stock Trading: 40K ICLR Papers Show Chasing Hot Topics Is Rational — But Alpha Decays Fast

Analysis of 42,123 ICLR papers (2017–2026) reveals that chasing hot research topics yields higher acceptance rates initially, but the advantage vanishes as fields become crowded; for PhD students with short time horizons, following momentum is rational, but growth increasingly goes into rejections rather than acceptances.

ICLRMachine LearningPhD strategy
0 likes · 14 min read
Research Like Stock Trading: 40K ICLR Papers Show Chasing Hot Topics Is Rational — But Alpha Decays Fast
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Sep 11, 2026 · Artificial Intelligence

Research Like Stock Trading: 40K ICLR Papers Backtest Shows Chasing Hot Topics Works

Analyzing 42,123 ICLR papers (2017–2026) across 28 research directions, the study finds that while hot topics like LLMs grow 60× in three years, their acceptance-rate advantage vanishes at peak popularity; PhD students with short horizons rationally chase momentum, but must check whether growth translates to acceptances or rejections.

AgentGNNICLR
0 likes · 14 min read
Research Like Stock Trading: 40K ICLR Papers Backtest Shows Chasing Hot Topics Works