Representational similarity modulates neural and behavioral signatures of novelty: Model simulations

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Authors: Sophia Becker, Alireza Modirshanechi, Wulfram Gerstner
Cited by: 0

Abstract

Here, we provide model simulation data accompanying the analysis of neural and behavioral data in our article 'Representational similarity modulates neural and behavioral signatures of novelty'. This data set contains (i) simulations of similarity-based novelty models for fitting of V1 novelty responses: grid_search_results.zip (ii) simulations for parameter robustness analysis of similarity-based novelty, fit to V1 novelty responses: gridsearch_robustness_width.zip (iii) simulations of novelty-RL agents with similarity-based novelty, fit to mouse exploration behavior: ppc.zip The code used to generate the simulated data as well as further description of the data set are available at: https://github.com/sobecker/sim_nov. See associated Zenodo record at https://doi.org/10.5281/zenodo.18092959. The link to the related publication is available at: https://doi.org/10.1016/j.neuron.2026.01.007

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
3 January 2026
Document type
Dataset