Evolutionary-Intelligence · Evolutionary-Intelligence · Jul 1, 2024 · Jul 1, 2024
diff --git a/README.md b/README.md
@@ -362,7 +362,7 @@ For each algorithm family, we try to provide several *representative* applicatio
     * Anderson, H.L., Davidon, W.C., Glicksman, M. and Kruse, U.E., 1955. [Scattering of positive pions by hydrogen at 189 MeV](https://journals.aps.org/pr/abstract/10.1103/PhysRev.100.279). Physical Review, 100(1), p.279.
   * Applications: e.g., [NM: [Gokhale et al., 2023, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.2207595120); [Hayashi, 2022, Bernoulli](https://doi.org/10.3150/21-BEJ1344); [Vanunu et al., 2021, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.2025646118); [Williams et al., 2021, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.2106237118); [Fleishman et al., Science, 2020](https://www.science.org/doi/abs/10.1126/science.aax6874); [Nanni et al., 2020, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.2023757118); [Steinrücken et al., 2019, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.1905060116); [Omran et al., 2019, Science](https://www.science.org/doi/10.1126/science.aax9743); [Sparrow et al., 2018, Nature](https://www.nature.com/articles/s41586-018-0152-9); [Prochazka&Vogl, 2017, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.1617252114); [Murphy&Brincke, 2017, MS](https://pubsonline.informs.org/doi/abs/10.1287/mnsc.2016.2591); [Gillon et al., 2017, Nature](https://www.nature.com/articles/nature21360); [Aghaeepour et al., 2017, Science Immunol.](https://www.science.org/doi/full/10.1126/sciimmunol.aan2946); [Sayegh et al., 2017, TS](https://pubsonline.informs.org/doi/10.1287/trsc.2017.0787); [Landis&Schraiber, 2017, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.1710920114); [Kim et al., 2016, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.1618883114); [Chan et al., 2014, MS](https://pubsonline.informs.org/doi/abs/10.1287/mnsc.2013.1840); [Chan et al., 2014, MKSC](https://pubsonline.informs.org/doi/abs/10.1287/mksc.2013.0831); [Bajikar et al., 2014, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.1311647111); [Lee et al., 2014, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.1313039111); [Wang et al., 2012, PRL](https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.109.175502); [Lau&Rubinstein, Nature, 2012](https://www.nature.com/articles/nature10699); [Brown et al., 2012, MS](https://pubsonline.informs.org/doi/abs/10.1287/mnsc.1120.1563); [Contreras et al., 2012, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.1216953109); [Morlon et al., 2011, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.1102543108); [Forstmann et al., 2010, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.1004932107); [Balachander et al., 2009, MS](https://pubsonline.informs.org/doi/abs/10.1287/mnsc.1090.1056); [Jayanthi et al., 2009, MS](https://pubsonline.informs.org/doi/abs/10.1287/mnsc.1090.1002); [Farrell et al., 2009, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.0906845107); [Forstmann et al., 2008, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.0805903105); [Rouder et al., 2008, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.0711295105); [Sapir et al., 2005, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.0504678102); [Amonlirdviman et al., 2005, Science](https://www.science.org/doi/abs/10.1126/science.1105471); [Cowan et al., 2004, PS](https://journals.sagepub.com/doi/abs/10.1111/j.0956-7976.2004.00732.x); [Zhou et al., 2004, PS](https://journals.sagepub.com/doi/abs/10.1111/j.0963-7214.2004.01502007.x); [Draganska&Jain, 2004, MS](https://pubsonline.informs.org/doi/abs/10.1287/mnsc.1040.0227); [Fain&Levitt, 2003, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.1732312100); [Dennis et al., 2002, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.062398499); [Sudhir, 2001, MKSC](https://pubsonline.informs.org/doi/abs/10.1287/mksc.20.1.42.10196); [Rouder, 2001, PS](https://journals.sagepub.com/doi/abs/10.1111/1467-9280.00358); [Wolszczan, 1994, Science](https://www.science.org/doi/abs/10.1126/science.264.5158.538); [Polvani et al., 1990, Science](https://www.science.org/doi/abs/10.1126/science.249.4975.1393); [Lee et al., 1987, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.84.9.2590); [Sabath et al., 1986, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.83.13.4739); [Burch et al., 1985, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.82.21.7434); [Regoeczi et al., 1982, PNAS](https://www.pnas.org/doi/abs/10.1073/pnas.79.7.2226); [Brasseur et al., 1982, PNAS](); [Korn et al., 1981, Science](https://www.science.org/doi/abs/10.1126/science.6266015); [Dean et al., 1975, Science](https://www.science.org/doi/10.1126/science.189.4205.805)]; [HJ: [Kalita et al., 2023, Nature](https://www.nature.com/articles/s41586-023-06283-2); [Washington et al, 2023](https://arxiv.org/pdf/2301.07822.pdf); [Huynh et al., 2023](https://arxiv.org/ftp/arxiv/papers/2304/2304.05603.pdf); [Kucher et al., 2022, SPLC](https://dl.acm.org/doi/abs/10.1145/3503229.3547041); [Pepe et al., 2021, IEEE-TASLP](https://ieeexplore.ieee.org/abstract/document/9729497); [Khaledian et al., 2018, IEEE-TMTT](https://ieeexplore.ieee.org/abstract/document/8335770); [Luhar et al., 2015, JFM](https://www.cambridge.org/core/journals/journal-of-fluid-mechanics/article/framework-for-studying-the-effect-of-compliant-surfaces-on-wall-turbulence/47B8C79442109015690B6B16F891DF09); [Paxton et al., 2013, ApJS](https://iopscience.iop.org/article/10.1088/0067-0049/208/1/4); [Schneider&Excoffier, 1999, Genetics](https://academic.oup.com/genetics/article/152/3/1079/6034947); [Ditchfield et al., 1971, JCP](https://aip.scitation.org/doi/10.1063/1.1674902)].
 * Random Search (RS)
-  * Stich, S.U., 2014. On low complexity acceleration techniques for randomized optimization. In PPSN (pp. 130-140). Springer.
+  * Stich, S.U., 2014. [On low complexity acceleration techniques for randomized optimization](https://link.springer.com/chapter/10.1007/978-3-319-10762-2_13). In PPSN (pp. 130-140). Springer.
   * Bergstra, J. and Bengio, Y., 2012. [Random search for hyper-parameter optimization](https://www.jmlr.org/papers/v13/bergstra12a.html). Journal of Machine Learning Research, 13(2).
   * Nemirovski, A., Juditsky, A., Lan, G. and Shapiro, A., 2009. [Robust stochastic approximation approach to stochastic programming](https://epubs.siam.org/doi/abs/10.1137/070704277). SIAM Journal on Optimization, 19(4), pp.1574-1609.
   * Schmidhuber, J., Hochreiter, S. and Bengio, Y., 2001. [Evaluating benchmark problems by random guessing](https://ml.jku.at/publications/older/ch9.pdf). A Field Guide to Dynamical Recurrent Networks, pp.231-235.