ArticleScience advances2020
A model of collective behavior based purely on vision.
Article in Science advances, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 44 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
44 citing papers in PubMed.
- Payoff selectivity drives collective intelligence during dynamic resource tracking in humans.Nature communications · 2026Article
- Visual-Attention-Based Neighbor Selection for Artificial-Potential-Field UAV Formation Control.Sensors (Basel, Switzerland) · 2026Article
- Experience-dependent modulation of collective behavior in larval zebrafish.Nature communications · 2026Article
- Dwell Time Outperforms Social and Chemical Predictors of Behavioural Transitions in Ants.Entropy (Basel, Switzerland) · 2026Article
- Article
- Neural Bases of Collective Social Behavior and Group Interactions across Species.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026Review
- Neurogenomic and behavioral principles shape freezing dynamics and synergistic performance in Drosophila melanogaster.Nature communications · 2025Article
- Behavioural response of prey to repeated attacks by non-coordinating predators.Scientific reports · 2025Article
- Maximal response to a mechanical leader at critical group size in ant collectives.Nature communications · 2025Article
- Onboard recordings reveal how bats maneuver under severe acoustic interference.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- Understanding collective behavior in biological systems through potential field mechanisms.Scientific reports · 2025Article
- Polarised crowd in motion: insights into statistical and dynamical behavior.Scientific reports · 2024Article
- The visual stimuli attributes instrumental for collective-motion-related decision-making in locusts.PNAS nexus · 2024Article
- Body orientation change of neighbors leads to scale-free correlation in collective motion.Nature communications · 2024Article
- Tuning collective behaviour in zebrafish with genetic modification.PLoS computational biology · 2024Article
- Non-local interaction in discrete Ricci curvature-induced biological aggregation.Royal Society open science · 2024Article
- Development of neural circuits for social motion perception in schooling fish.Current biology : CB · 2024Article
- Selective decision-making and collective behavior of fish by the motion of visual attention.PNAS nexus · 2024Article
- Perception of motion salience shapes the emergence of collective motions.Nature communications · 2024Article
- Understanding collective behavior through neurobiology.Current opinion in neurobiology · 2024Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Classical models of collective behavior often take a "bird's-eye perspective," assuming that individuals have access to social information that is not directly available (e.g., the behavior of individuals outside of their field of view). Despite the explanatory success of those models, it is now thought that a better understanding needs to incorporate the perception of the individual, i.e., how internal and external information are acquired and processed. In particular, vision has appeared to be a central feature to gather external information and influence the collective organization of the group. Here, we show that a vision-based model of collective behavior is sufficient to generate organized collective behavior in the absence of spatial representation and collision. Our work suggests a different approach for the development of purely vision-based autonomous swarm robotic systems and formulates a mathematical framework for exploration of perception-based interactions and how they differ from physical ones.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.