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Proceedings of the National Academy of Sciences of the USA, Volume 118
Volume 118, Number 3, January 2021
- Chengxu Zhuang

, Siming Yan
, Aran Nayebi
, Martin Schrimpf
, Michael C. Frank
, James J. DiCarlo
, Daniel L. K. Yamins:
Unsupervised neural network models of the ventral visual stream. e2014196118
Volume 118, Number 4, January 2021
- Steven Thomas Smith

, Edward K. Kao
, Erika D. Mackin
, Danelle C. Shah
, Olga Simek
, Donald B. Rubin:
Automatic detection of influential actors in disinformation networks. e2011216118
Volume 118, Number 9, March 2021
- Matteo Cinelli

, Gianmarco De Francisci Morales
, Alessandro Galeazzi
, Walter Quattrociocchi
, Michele Starnini
:
The echo chamber effect on social media. e2023301118 - Yu Feng

, Yuhai Tu
:
The inverse variance-flatness relation in stochastic gradient descent is critical for finding flat minima. e2015617118
Volume 118, Number 11, March 2021
- Sandra González-Bailón

, Manlio De Domenico
:
Bots are less central than verified accounts during contentious political events. e2013443118 - Frank W. Roemer

, Ali Guermazi
:
Biochemical cartilage changes based on MRI-defined T2 relaxation times do not equal OA detection. e2023833118 - Shinjini Kundu, Beth G. Ashinsky, Mustapha Bouhrara, Erik B. Dam

, Shadpour Demehri, Mohammad Shifat-E.-Rabbi, Richard G. Spencer, Kenneth L. Urish
, Gustavo K. Rohde:
Reply to Roemer and Guermazi: Early biochemical changes on MRI can predict risk of symptomatic progression. e2024679118
Volume 118, Number 13, March 2021
- Boyeong Hong, Bartosz J. Bonczak

, Arpit Gupta, Lorna E. Thorpe
, Constantine E. Kontokosta:
Exposure density and neighborhood disparities in COVID-19 infection risk. e2021258118
Volume 118, Number 15, April 2021
- Alexander Rives

, Joshua Meier, Tom Sercu
, Siddharth Goyal, Zeming Lin, Jason Liu, Demi Guo, Myle Ott, C. Lawrence Zitnick, Jerry Ma, Rob Fergus:
Biological structure and function emerge from scaling unsupervised learning to 250 million protein sequences. e2016239118
Volume 118, Number 17, April 2021
- Jihyeon Janel Lee

, Nina R. Brooks
, Fahim Tajwar
, Marshall Burke
, Stefano Ermon
, David B. Lobell
, Debashish Biswas
, Stephen P. Luby
:
Scalable deep learning to identify brick kilns and aid regulatory capacity. e2018863118
Volume 118, Number 19, May 2021
- Nika Haghtalab, Matthew O. Jackson

, Ariel D. Procaccia:
Belief polarization in a complex world: A learning theory perspective. e2010144118
Volume 118, Number 20, May 2021
- Joseph Masison

, Jonathan Beezley, Yu Mei, Henrique Assis Lopes Ribeiro
, Adam C. Knapp
, Luis Sordo Vieira, Bandita Adhikari, Yogesh Scindia
, Michael Grauer, Brian Helba
, William Schroeder, Borna Mehrad
, Reinhard C. Laubenbacher
:
A modular computational framework for medical digital twins. e2024287118
Volume 118, Number 22, June 2021
- Jon M. Kleinberg, Manish Raghavan

:
Algorithmic monoculture and social welfare. e2018340118
Volume 118, Number 30, July 2021
- Johan Bollen

, Marijn ten Thij
, Fritz Breithaupt
, Alexander T. J. Barron
, Lauren A. Rutter, Lorenzo Lorenzo-Luaces
, Marten Scheffer:
Historical language records reveal a surge of cognitive distortions in recent decades. e2102061118
Volume 118, Number 35, August 2021
- Jin-Peng Liu

, Herman Øie Kolden
, Hari K. Krovi, Nuno F. Loureiro
, Konstantina Trivisa, Andrew M. Childs
:
Efficient quantum algorithm for dissipative nonlinear differential equations. e2026805118
Volume 118, Number 38, September 2021
- Robert West

, Jure Leskovec
, Christopher Potts:
Postmortem memory of public figures in news and social media. e2106152118
Volume 118, Number 39, September 2021
- Wengong Jin, Jonathan M. Stokes, Richard T. Eastman

, Zina Itkin
, Alexey V. Zakharov
, James J. Collins
, Tommi S. Jaakkola, Regina Barzilay:
Deep learning identifies synergistic drug combinations for treating COVID-19. e2105070118
Volume 118, Number 43, October 2021
- Lisa Lu

, Benjamin Anderson, Raymond Ha
, Alexis D'Agostino, Sarah L. Rudman, Derek Ouyang
, Daniel E. Ho
:
A language-matching model to improve equity and efficiency of COVID-19 contact tracing. e2109443118
Volume 118, Number 45, November 2021
- Benjamin Schmidt, Steven T. Piantadosi

, Kyle Mahowald
:
Uncontrolled corpus composition drives an apparent surge in cognitive distortions. e2115010118 - Johan Bollen

, Marijn ten Thij
, Fritz Breithaupt
, Alexander T. J. Barron
, Lauren A. Rutter, Lorenzo Lorenzo-Luaces
, Marten Scheffer:
Reply to Schmidt et al.: A robust surge of cognitive distortions in historical language. e2115842118
Volume 118, Number 46, November 2021
- Núria López

, Luigi Del Debbio
, Marc Baaden
, Matej Praprotnik
, Laura Grigori, Catarina Simões, Serge Bogaerts
, Florian Berberich
, Thomas Lippert, Janne Ignatius
, Philippe Lavocat
, Oriol Pineda
, Maria Grazia Giuffreda, Sergi Girona
, Dieter Kranzlmüller, Michael M. Resch
, Gabriella Scipione
, Thomas C. Schulthess:
Lessons learned from urgent computing in Europe: Tackling the COVID-19 pandemic. e2024891118
Volume 118, Number 48, November 2021
- Sam Gelman

, Sarah A. Fahlberg, Pete Heinzelman
, Philip A. Romero
, Anthony Gitter
:
Neural networks to learn protein sequence-function relationships from deep mutational scanning data. e2104878118
Volume 118, Number 49, December 2021
- Chen Qiao

, Yuanhua Huang:
Representation learning of RNA velocity reveals robust cell transitions. e2105859118
Volume 118, Number 50, December 2021
- Fernando P. Santos

, Yphtach Lelkes
, Simon A. Levin
:
Link recommendation algorithms and dynamics of polarization in online social networks. e2102141118 - Michael W. Macy

, Manqing Ma
, Daniel R. Tabin
, Jianxi Gao
, Boleslaw K. Szymanski
:
Polarization and tipping points. e2102144118
Volume 118, Number 51, December 2021
- Roni Rosenfeld

, Ryan J. Tibshirani
:
Epidemic tracking and forecasting: Lessons learned from a tumultuous year. e2111456118
Volume 118, Number 52, December 2021
- Sizhen Li

, He Zhang
, Liang Zhang, Kaibo Liu, Boxiang Liu
, David H. Mathews
, Liang Huang:
LinearTurboFold: Linear-time global prediction of conserved structures for RNA homologs with applications to SARS-CoV-2. e2116269118

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