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20162024
most citedImplicit energy regularization of neural ordinary-differential-equation control

94 citations · 785 across the 34 of their papers we have counts for

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Showing 2021Show all

7 papers · 1 filter

math.CO2021★ 3 cited

Tradeoffs in Hierarchical Voting Systems

Lucas Böttcher, Georgia Kernell

Condorcet's jury theorem states that the correct outcome is reached in direct majority voting systems with sufficiently large electorates as long as each voter's independent probab…

stat.AP2021★ 23 cited

Epidemic Management and Control Through Risk-Dependent Individual Contact Interventions

Tapio Schneider, Oliver R. A. Dunbar, Jinlong Wu +8

Testing, contact tracing, and isolation (TTI) is an epidemic management and control approach that is difficult to implement at scale because it relies on manual tracing of contacts…

q-bio.PE2021★ 33 cited

Controlling epidemics through optimal allocation of test kits and vaccine doses across networks

Mingtao Xia, Lucas Böttcher, Tom Chou

Efficient testing and vaccination protocols are critical aspects of epidemic management. To study the optimal allocation of limited testing and vaccination resources in a heterogen…

physics.soc-ph2021★ 3 cited

On the accuracy of short-term COVID-19 fatality forecasts

Nino Antulov-Fantulin, Lucas Böttcher

Forecasting new cases, hospitalizations, and disease-induced deaths is an important part of infectious disease surveillance and helps guide health officials in implementing effecti…

stat.AP2021★ 1 cited

A statistical model of COVID-19 testing in populations: effects of sampling bias and testing errors

Lucas Böttcher, Maria R. D'Orsogna, Tom Chou

We develop a statistical model for the testing of disease prevalence in a population. The model assumes a binary test result, positive or negative, but allows for biases in sample…

cs.LG2021★ 94 cited

Implicit energy regularization of neural ordinary-differential-equation control

Lucas Böttcher, Nino Antulov-Fantulin, Thomas Asikis

Although optimal control problems of dynamical systems can be formulated within the framework of variational calculus, their solution for complex systems is often analytically and…