They also conducted experiments that tracked people’s eye movements and recorded their brain activity as they viewed sets of images—both in the lab and in a gallery. There was more stable integrative brain processing when people looked at real art versus pseudo-art, and the eye movements mapped neatly onto the previously identified topological features, suggesting a link between topologically derived image features, eye movement, and aesthetic experience.
PLoS Computational Biology, 2026. DOI: 10.1371/journal.pcbi.1014156.
Political polarization is a phase transition
Credit: Complexity Science Hub (CSH)
It’s usually assumed that the candidate who spends the most has an electoral advantage, but physics suggests the reality is more complex. Scientists at the Complexity Science Hub (CSH) have found that political polarization behaves like a phase transition, according to a paper published in Physical Review Letters, marked by a critical campaign spending threshold. Below that threshold, social dynamics shape the outcome; exceeding that threshold deepens polarization without significantly increasing the margin of victory.
The CSH team used a statistical physics model to examine bipartisan elections, specifically 6,357 House races (with just two main candidates) spanning 435 congressional districts and 21 election cycles (1980 to 2020). They found that the tipping point is $1.8 million at the district level. (Senate and presidential campaigns have higher absolute spending.) When both parties spend less than that, community interactions shape the outcome. If just one party spends more than that, the campaign gains a decisive edge, drowning out the influence of community interactions. But if both campaigns exceed the threshold, both social influence and high spending become negligible.
Spending more and more doesn’t change the outcome, which usually falls into the 50:50 range. But it does significantly increase polarization. The authors found that the incumbency advantage is also very real, at least in the intermediate spending range. Any challenger must spend about $140,000 to unseat an incumbent, even if said incumbent spends nothing, given the baseline advantage. The scientists hope to extend their analysis to multi-party systems in European democracies to learn more about these dynamics.
https://arstechnica.com/science/2026/06/research-roundup-7-cool-science-stories-we-almost-missed-4/

