We apply our results to robust neural network training and submodular optimization.We evaluate our approach experimentally on corrupted character classiﬁcation, and robust inﬂuence maximization in networks.A similar, but sparser, version can also be heard during the intermission between the two parts of Evangelion: Death and Rebirth.
We provide excess risk guarantees for statistical learning in a setting where the population risk with respect to which we evaluate the target model depends on an unknown model that must be to be estimated from data (a "nuisance model").
We analyze a two-stage sample splitting meta-algorithm that takes as input two arbitrary estimation algorithms: one for the target model and one for the nuisance model.
At MSR I have had the opportunity to work with an amazing set of summer interns including Nika Haghtalab, Gautam Kamath, Jieming Mao, Jonas Mueller, Yichen Wang, Steven Wu, Juba Ziani, Dylan Foster, Khashayar Khosravi, Mert Demirer, Nishanth Dikkala.
We start looking at internship applications for the summer in late fall.
In February 2014, it received a Million certification from the Recording Industry Association of Japan, for more than a million copies sold through cellphone and PC download platforms.
Since the song's initial release, many artists have covered the song.Heavy metal cover bands Animetal and EIZO Japan included the track on their albums Animetal Marathon V and EIZO Japan 2 respectively.Versions by cast members Megumi Hayashibara (Rei Ayanami), Yūko Miyamura (Asuka Langley Soryu), Kotono Mitsuishi (Misato Katsuragi), and Megumi Ogata (Shinji Ikari) exist on various soundtracks and solo albums from the voice actors."The Heady Feeling of Freedom" is a somber and reflective piece for bowed strings and guitar, while "Good, or Don't Be" is played to a light piano and guitar tone.Both are considerably different in feel from the more hard driving original.The original version of the single (paired with another song by Takahashi) stayed on the charts for 22 weeks, peaking at #27.Over the years, the song has become a hit on digital download stores.In June 2018, King Records released a new HD music video of the song on You Tube.In 2011, the song won first place in JASRAC's annual awards for "its continued royalties from online sales, pachinko and pachislo (pachinko parlor slot machine) games, karaoke, and other venues in 2010 — 15 years after its debut." All of the songs have ranked in the top 25 of the Oricon Weekly Charts after they had been released.We highlight the applicability of our results in four settings of central importance in the literature: 1) heterogeneous treatment effect estimation, 2) offline policy optimization, 3) domain adaptation, and 4) learning with missing data.We consider robust optimization problems, where the goal is to optimize in the worst case over a class of objective functions.