Everything about Adaptive ML

🧭 Start here: a 6-step reading path

1. Read the overview: Adaptive MLA 5-minute orientation
2. Skim a recent paper: MEGA12: Molecular Evolutionary Genetic Analysis Version 12 for Adaptive and Green ComputingInfluential work since 2022
3. Pick up a classic book: Between opera and cinemaThe most-reprinted book on the subject
4. Read the landmark paper: A Programmable Dual-RNA–Guided DNA Endonuclease in Adaptive Bacterial ImmunityCited 16,439 times
5. Go sideways: BraintrustA closely related topic
6. Go sideways: DatadogA closely related topic

🏆 Landmark papers (most cited)

• A Programmable Dual-RNA–Guided DNA Endonuclease in Adaptive Bacterial Immunity

  Martin Jinek, Krzysztof Chylinski, Ines Fonfara · 2012 · Science · 16,439 citations

• ANFIS: adaptive-network-based fuzzy inference system

  J.-S.R. Jang · 1993 · IEEE Transactions on Systems, Man, and Cybernetics · 13,344 citations

• Canu: scalable and accurate long-read assembly via adaptive k -mer weighting and repeat separation

  Sergey Koren, Brian P. Walenz, Konstantin Berlin · 2017 · Genome Research · 7,361 citations

• PD-1 blockade induces responses by inhibiting adaptive immune resistance

  Paul C. Tumeh, Christina L. Harview, Jennifer H. Yearley · 2014 · Nature · 6,209 citations

• The Adaptive Lasso and Its Oracle Properties

  Hui Zou · 2006 · Journal of the American Statistical Association · 5,898 citations

• Primary, Adaptive, and Acquired Resistance to Cancer Immunotherapy

  Padmanee Sharma, Siwen Hu-Lieskovan, Jennifer A. Wargo · 2017 · Cell · 5,323 citations

• Multivariate Adaptive Regression Splines

  Jerome H. Friedman · 1991 · The Annals of Statistics · 4,658 citations

• Adaptive Mixtures of Local Experts

  Robert A. Jacobs, Michael I. Jordan, Steven J. Nowlan · 1991 · Neural Computation · 4,335 citations

🆕 Influential since 2022

• MEGA12: Molecular Evolutionary Genetic Analysis Version 12 for Adaptive and Green Computing

  Sudhir Kumar, Glen Stecher, Michael Suleski · 2024 · Molecular Biology and Evolution · 2,853 citations

• Adaptive Learning Using Artificial Intelligence in e-Learning: A Literature Review

  Ilie Gligorea, Marius Cioca, Romana Oancea · 2023 · Education Sciences · 941 citations

• Underwater Image Enhancement via Minimal Color Loss and Locally Adaptive Contrast Enhancement

  Weidong Zhang, Peixian Zhuang, Hai-Han Sun · 2022 · IEEE Transactions on Image Processing · 926 citations

• Deciphering spatial domains from spatially resolved transcriptomics with an adaptive graph attention auto-encoder

  Kangning Dong, Shihua Zhang · 2022 · Nature Communications · 835 citations

• A comprehensive study of non-adaptive and residual-based adaptive sampling for physics-informed neural networks

  Chenxi Wu, Min Zhu, Qinyang Tan · 2023 · Computer Methods in Applied Mechanics and Engineering · 755 citations

📚 Books worth reading

• Between opera and cinemaJeongwon Joe, Rose Theresa · 2002
• Musicking ShakespeareDaniel Albright · 2007

Ranked by number of editions on Open Library, a rough measure of how lasting a book is.

🔗 Related topics

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