Search research articles

Related Concept Videos

Fundamental Attribution Error

Fundamental Attribution Error

According to some social psychologists, people tend to overemphasize internal factors as explanations—or attributions—for the behavior of other people. They tend to assume that the behavior of another person is a trait of that person, and to underestimate the power of the situation on the behavior of others. They tend to fail to recognize when the behavior of another is due to situational variables, and thus to the person’s state. This erroneous assumption is...

Attribution Theory

Attribution Theory

Behavior is a product of both the situation (e.g., cultural influences, social roles, and the presence of bystanders) and of the person (e.g., personality characteristics). Subfields of psychology tend to focus on one influence or behavior over others. Situationism is the view that our behavior and actions are determined by our immediate environment and surroundings. In contrast, dispositionism holds that our behavior is determined by internal factors (Heider, 1958).

The Role of Ion Channels in Neuronal Computation

The Role of Ion Channels in Neuronal Computation

A postsynaptic neuron usually receives numerous impulses from several other presynaptic neurons. The axon hillock of the postsynaptic neuron integrates all these signals and determines the likelihood of firing an action potential.
Sometimes a single EPSP is strong enough to induce an action potential in the postsynaptic neuron. However, multiple presynaptic inputs must often create EPSPs around the same time for the postsynaptic neuron to be sufficiently depolarized to fire an action potential....

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by

Same author

Regulators of homologous recombination deficiency identified by machine learning using somatic multi-omics data.

Life science alliance·2025

Same author

Delayed CD4 cell recovery in HIV-associated disseminated nontuberculous mycobacterial disease: A case-control study.

International journal of infectious diseases : IJID : official publication of the International Society for Infectious Diseases·2025

Same author

Polypharmacy in Older Patients with Multimorbidity: The Agreement Between Patient and General Practitioner-Reported Drugs Observed in a Pilot cRCT.

International journal of environmental research and public health·2024

Same author

Supporting Error Management and Safety Climate in Ambulatory Care Practices: The CIRSforte Study.

Journal of patient safety·2024

Same author

Mutational Signatures Driven by Epigenetic Determinants Enable the Stratification of Patients with Gastric Cancer for Therapeutic Intervention.

Cancers·2021

Same author

Intracellular Ca(2+) release as irreversible Markov process.

Biophysical journal·2002

Same journal

Synaptic micromechanics and brain softening as a mechanobiological hypothesis for Alzheimer's disease.

Frontiers in neuroscience·2026

Same journal

The relationship between healthy sleep patterns and the risk of scoliosis: a large prospective cohort study.

Frontiers in neuroscience·2026

Same journal

Dynamic functional reorganization in post-stroke aphasia: a state-of-the-art fMRI review from disease evolution to intervention.

Frontiers in neuroscience·2026

Same journal

Correction: Case Report: A possible novel adult-onset, progressive MAO-A hypofunction.

Frontiers in neuroscience·2026

Same journal

Respiratory modulation of neurophysiology and symptoms in athletes with sports-related concussion: a randomized crossover trial.

Frontiers in neuroscience·2026

Same journal

Impact of C-reactive protein-triglyceride-glucose and systemic immune-inflammation indices on obstructive sleep apnea in older adults with depression.

Frontiers in neuroscience·2026

See all related articles

ABOUT JoVE

Overview Leadership Blog JoVE Help Center

AUTHORS

Publishing Process Editorial Board Scope & Policies Peer Review FAQ Submit

LIBRARIANS

Testimonials Subscriptions Access Resources Library Advisory Board FAQ

RESEARCH

JoVE Journal Methods Collections JoVE Encyclopedia of Experiments Archive

EDUCATION

JoVE Core JoVE Business JoVE Science Education JoVE Lab Manual Faculty Resource Center Faculty Site

Terms & Conditions of Use

Search research articles

Related Experiment Video

Updated: Jul 13, 2025

A Simple Stimulatory Device for Evoking Point-like Tactile Stimuli: A Searchlight for LFP to Spike Transitions

A Simple Stimulatory Device for Evoking Point-like Tactile Stimuli: A Searchlight for LFP to Spike Transitions

Published on: March 25, 2014

Gradient-based feature-attribution explainability methods for spiking neural networks.

Ammar Bitar^1,2, Rafael Rosales¹, Michael Paulitsch¹

¹Intel Labs, Munich, Germany.

Frontiers in Neuroscience

|October 13, 2023

Summary

This summary is machine-generated.

Gradient-based explainability methods are adapted for spiking neural networks (SNNs), enabling efficient identification of important input features in both spiking and real-valued data.

Keywords:

CIFAR MNIST XAI brain-inspired computation event-based encoding explainable artificial intelligence neuromorphic spiking neural networks

More Related Videos

Closed-loop Neuro-robotic Experiments to Test Computational Properties of Neuronal Networks

Closed-loop Neuro-robotic Experiments to Test Computational Properties of Neuronal Networks

Published on: March 2, 2015

Using Neuron Spiking Activity to Trigger Closed-Loop Stimuli in Neurophysiological Experiments

Using Neuron Spiking Activity to Trigger Closed-Loop Stimuli in Neurophysiological Experiments

Published on: November 12, 2019

Related Experiment Videos

Last Updated: Jul 13, 2025

A Simple Stimulatory Device for Evoking Point-like Tactile Stimuli: A Searchlight for LFP to Spike Transitions

A Simple Stimulatory Device for Evoking Point-like Tactile Stimuli: A Searchlight for LFP to Spike Transitions

Published on: March 25, 2014

Closed-loop Neuro-robotic Experiments to Test Computational Properties of Neuronal Networks

Closed-loop Neuro-robotic Experiments to Test Computational Properties of Neuronal Networks

Published on: March 2, 2015

Using Neuron Spiking Activity to Trigger Closed-Loop Stimuli in Neurophysiological Experiments

Using Neuron Spiking Activity to Trigger Closed-Loop Stimuli in Neurophysiological Experiments

Published on: November 12, 2019

Area of Science:

Computational Neuroscience
Artificial Intelligence
Machine Learning

Background:

Spiking neural networks (SNNs) mimic biological neurons, offering low power consumption and ultra-low latency.
Existing explainability methods for SNNs have limitations in scalability and scope.

Purpose of the Study:

To adapt and evaluate gradient-based explainability methods for SNNs.
To generate input feature attribution maps for SNNs processing diverse data types.

Main Methods:

Adapted gradient-based methods for SNNs trained via backpropagation.
Evaluated methods on classification tasks using real-valued and spiking data.
Confirmed accuracy through pixel and spike-level perturbation experiments.

Main Results:

Gradient-based SNN attribution methods efficiently identify key pixels and spikes.
Achieved significantly less computation time compared to model-agnostic methods.
Coding techniques demonstrably influence the significance of input features.

Conclusions:

Adapted gradient-based methods offer a viable approach for SNN explainability.
These methods enhance understanding of SNN information processing.
Potential to contribute to the development of more efficient and accurate SNNs.