- 2022
- Benjamin Cramer
, Sebastian Billaudelle, Simeon Kanya, Aron Leibfried, Andreas Grübl, Vitali Karasenko, Christian Pehle, Korbinian Schreiber, Yannik Stradmann, Johannes Weis, Johannes Schemmel, Friedemann Zenke:
Surrogate gradients for analog neuromorphic computing. Proc. Natl. Acad. Sci. USA 119(4): e2109194119 (2022) - Ferenc Huszár, Sofia Ira Ktena, Conor O'Brien, Luca Belli, Andrew Schlaikjer, Moritz Hardt:
Algorithmic amplification of politics on Twitter. Proc. Natl. Acad. Sci. USA 119(1): e2025334119 (2022) - Daniel J. Rosenkrantz, Anil Vullikanti, S. S. Ravi, Richard Edwin Stearns, Simon A. Levin, H. Vincent Poor, Madhav V. Marathe:
Fundamental limitations on efficiently forecasting certain epidemic measures in network models. Proc. Natl. Acad. Sci. USA 119(4): e2109228119 (2022) - 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. Proc. Natl. Acad. Sci. USA 118(30): e2102061118 (2021) - 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. Proc. Natl. Acad. Sci. USA 118(45): e2115842118 (2021) - Matteo Cinelli, Gianmarco De Francisci Morales, Alessandro Galeazzi, Walter Quattrociocchi, Michele Starnini:
The echo chamber effect on social media. Proc. Natl. Acad. Sci. USA 118(9): e2023301118 (2021) - Yu Feng, Yuhai Tu:
The inverse variance-flatness relation in stochastic gradient descent is critical for finding flat minima. Proc. Natl. Acad. Sci. USA 118(9): e2015617118 (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. Proc. Natl. Acad. Sci. USA 118(48): e2104878118 (2021) - Sandra González-Bailón, Manlio De Domenico:
Bots are less central than verified accounts during contentious political events. Proc. Natl. Acad. Sci. USA 118(11): e2013443118 (2021) - Nika Haghtalab, Matthew O. Jackson, Ariel D. Procaccia:
Belief polarization in a complex world: A learning theory perspective. Proc. Natl. Acad. Sci. USA 118(19): e2010144118 (2021) - Boyeong Hong, Bartosz J. Bonczak, Arpit Gupta, Lorna E. Thorpe, Constantine E. Kontokosta:
Exposure density and neighborhood disparities in COVID-19 infection risk. Proc. Natl. Acad. Sci. USA 118(13): e2021258118 (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. Proc. Natl. Acad. Sci. USA 118(39): e2105070118 (2021) - Jon M. Kleinberg, Manish Raghavan:
Algorithmic monoculture and social welfare. Proc. Natl. Acad. Sci. USA 118(22): e2018340118 (2021) - 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. Proc. Natl. Acad. Sci. USA 118(11): e2024679118 (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. Proc. Natl. Acad. Sci. USA 118(17): e2018863118 (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. Proc. Natl. Acad. Sci. USA 118(52): e2116269118 (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. Proc. Natl. Acad. Sci. USA 118(35): e2026805118 (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. Proc. Natl. Acad. Sci. USA 118(46): e2024891118 (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. Proc. Natl. Acad. Sci. USA 118(43): e2109443118 (2021) - Michael W. Macy, Manqing Ma, Daniel R. Tabin, Jianxi Gao, Boleslaw K. Szymanski:
Polarization and tipping points. Proc. Natl. Acad. Sci. USA 118(50): e2102144118 (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. Proc. Natl. Acad. Sci. USA 118(20): e2024287118 (2021) - Chen Qiao, Yuanhua Huang:
Representation learning of RNA velocity reveals robust cell transitions. Proc. Natl. Acad. Sci. USA 118(49): e2105859118 (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. Proc. Natl. Acad. Sci. USA 118(15): e2016239118 (2021) - Frank W. Roemer, Ali Guermazi:
Biochemical cartilage changes based on MRI-defined T2 relaxation times do not equal OA detection. Proc. Natl. Acad. Sci. USA 118(11): e2023833118 (2021) - Roni Rosenfeld, Ryan J. Tibshirani:
Epidemic tracking and forecasting: Lessons learned from a tumultuous year. Proc. Natl. Acad. Sci. USA 118(51): e2111456118 (2021) - Fernando P. Santos, Yphtach Lelkes, Simon A. Levin:
Link recommendation algorithms and dynamics of polarization in online social networks. Proc. Natl. Acad. Sci. USA 118(50): e2102141118 (2021) - Benjamin Schmidt, Steven T. Piantadosi, Kyle Mahowald:
Uncontrolled corpus composition drives an apparent surge in cognitive distortions. Proc. Natl. Acad. Sci. USA 118(45): e2115010118 (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. Proc. Natl. Acad. Sci. USA 118(4): e2011216118 (2021) - Robert West, Jure Leskovec, Christopher Potts:
Postmortem memory of public figures in news and social media. Proc. Natl. Acad. Sci. USA 118(38): e2106152118 (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. Proc. Natl. Acad. Sci. USA 118(3): e2014196118 (2021)
