When Does Model-Based Control Pay Off? by Wouter Kool (450975)

“…It is assumed that this trade-off between accuracy and computational demand plays an important role in the arbitration between the two strategies, but we show that the hallmark task for dissociating model-free and model-based strategies, as well as several related variants, do not embody such a trade-off. We describe five factors that reduce the effectiveness of the model-based strategy on these tasks by reducing its accuracy in estimating reward outcomes and decreasing the importance of its choices. …”

Can stochasticity reverse selection? Here we compare two models of altruism having the same per-capita growth rate, but differing in variance in per-capita growth (Model 1-red, Mod... by David V. McLeod (6293807)

File name: Nicholson_et_al_manual_splits_9Myr_splits_ESM Title: Time binsDescription: File containing temporal bin information for use in Shareholder Quorum Subsampling analyses fr... by David B. Nicholson (638352)

MERFISH data for mouse brain with fear condition by Wenfei Sun (17201452)

Supplementary Material for: PROLACTIN REDUCES HIPPOCAMPAL PARVALBUMIN AND GABAA RECEPTOR EXPRESSION IN FEMALE MICE by Mellado S. (11580511)

Storage of soybean seeds: Packaging and modified atmosphere technology by André F. Capilheira (7501628)

Data for Considering sub-basins in the spatio-temporal dynamics of lake food webs by Jonathan Borrelli (598774)

File name: Nicholson_et_al_Dataset_1_ESM.xlsx Title: Dataset 1Description: Mesozoic turtle occurrence data downloaded from http://fossilworks.org and associated data summaries used... by David B. Nicholson (638352)

Supplementary information: Anthropogenic organic contaminants analysed in human blood and combined risk by Josefin Engelhardt (11830130)

Gene cloning of the pink-colored protein from <i>Pleurotus salmoneostramineus</i> (PsPCP) and its species-specific chromoprotein are effective for colorization of the fruit body by Yasuhisa Fukuta (5643020)

Incorporating carrot pomace-based emulsion to enhance the nutritional value and shelf life of butter by Gulmira Naurzbayeva (16889084)

Data for “Impact of multiscale heterogeneous sediments and boundary conditions on dispersivity spatial variations” by Ziqi Ma (12099365)

Multivariate Singular Spectrum Analysis by Robust Diagonalwise Low-Rank Approximation by Fabio Centofanti (8694666)

Study of Structural and Electric Properties of the PZT 52/48 Doped With Er+3 by Jaime Alberto Sanchez Caceres (8047202)

Introducing TRECEY: An algorithm for tremor compensation using eye-tracking during multimedia remote controller operation in Parkinson’s disease (PD) by Ritam Ghosh (17122404)

Impacts of the FLEGT action plan and the EU timber regulation on EU trade in timber product by Paul Rougieux (9633353)

Physical-hydric properties of Oxisol and Quartzipsamment associated with the application of wood ash by Thiago F. Duarte (5959544)

Coupled dynamic characteristics of the hull and cushioning structure of high-speed water entry vehicle by Lei Xu (78676)

Szekely2017PLoS_LongevityDatabase.sav by Anna Szekely (3369881)

Supplementary Material for: Cryptosporidiosis, an uncommon complication after allogeneic stem-cell transplantation by Boulet E. (16611849)