Multiple timescales of learning indicated by changes in evidence-accumulation processes during perceptual decision-making

A Cochrane, CR Sims, VR Bejjanki, CS Green… - npj Science of …, 2023 - nature.com
Evidence accumulation models have enabled strong advances in our understanding of
decision-making, yet their application to examining learning has not been common. Using …

Perceptual decisions result from the continuous accumulation of memory and sensory evidence

AM Bornstein, M Aly, SF Feng, NB Turk-Browne… - BioRxiv, 2017 - biorxiv.org
How do we combine memories with sensory input to make decisions? Previous research
has shown that perceptual decisions can be made on the basis of prior expectations …

[HTML][HTML] Rat movements reflect internal decision dynamics in an evidence accumulation task

GA Kane, RA Senne, BB Scott - bioRxiv, 2023 - ncbi.nlm.nih.gov
Perceptual decision-making involves multiple cognitive processes, including accumulation
of sensory evidence, planning, and executing a motor action. How these processes are …

On diffusion processes with variable drift rates as models for decision making during learning

P Eckhoff, P Holmes, C Law, PM Connolly… - New Journal of …, 2008 - iopscience.iop.org
Abstract We investigate Ornstein–Uhlenbeck and diffusion processes with variable drift rates
as models of evidence accumulation in a visual discrimination task. We derive power-law …

Vicarious rewards modulate the drift rate of evidence accumulation from the drift diffusion model

L Bottemanne, JC Dreher - Frontiers in behavioral neuroscience, 2019 - frontiersin.org
Taking other people's interests into account is a fundamental ability allowing humans to
maintain relationships. Yet, the mechanisms by which monetary incentives for close others …

Using time-varying evidence to test models of decision dynamics: bounded diffusion vs. the leaky competing accumulator model

K Tsetsos, J Gao, JL McClelland, M Usher - Frontiers in neuroscience, 2012 - frontiersin.org
When people make decisions, do they give equal weight to evidence arriving at different
times? A recent study (Kiani et al.,) using brief motion pulses (superimposed on a random …

Proactive and reactive accumulation-to-bound processes compete during perceptual decisions

L Hernández-Navarro, A Hermoso-Mendizabal… - Nature …, 2021 - nature.com
Standard models of perceptual decision-making postulate that a response is triggered in
reaction to stimulus presentation when the accumulated stimulus evidence reaches a …

Dissociable mechanisms of speed-accuracy tradeoff during visual perceptual learning are revealed by a hierarchical drift-diffusion model

J Zhang, JB Rowe - Frontiers in neuroscience, 2014 - frontiersin.org
Two phenomena are commonly observed in decision-making. First, there is a speed-
accuracy tradeoff (SAT) such that decisions are slower and more accurate when instructions …

Choice history biases subsequent evidence accumulation

AE Urai, JW De Gee, K Tsetsos, TH Donner - Elife, 2019 - elifesciences.org
Perceptual choices depend not only on the current sensory input but also on the behavioral
context, such as the history of one's own choices. Yet, it remains unknown how such history …

[PDF][PDF] Sequential effects: A Bayesian analysis of prior bias on reaction time and behavioral choice

S Zhang, HC Huang, AJ Yu - … of the Annual Meeting of the …, 2014 - escholarship.org
Human subjects exhibit “sequential effects” in many psychological experiments, in which
they respond more rapidly and accurately to a stimulus when it reinforces a local pattern in …