Perspectives

Recent articles

Expert opinions on trends and controversies in neuroscience

At 25, INSAR needs to bring autism scientists together more than ever

As the International Society for Autism Research’s annual meeting in Prague this week celebrates its quarter-century anniversary, its president reflects on the field’s past successes, current challenges and needs for the future

By Brian Boyd
22 April 2026 | 5 min read
Researcher hands and mice navigate a series of connected spaces and paths.

To understand decision-making, we need to truly challenge lab animals

Complex, multidimensional tasks that unfold over time could reveal how different brain areas work together to support decisions.

By Chand Chandrasekaran
20 April 2026 | 6 min read
Illustration of a monkey pushing a button.

This paper changed my life: Erin Calipari ponders the nuances of rewarding and aversive stimuli

A 1960s study by Kelleher and Morse found that lever pressing in squirrel monkeys depended not on whether they received a reward or shock, but on the rules of the task. This taught Calipari to think deeply about factors that influence how behavior is generated and maintained.

By Erin Calipari
14 April 2026 | 5 min read
Illustration of a sheet of paper with a topography map-like pattern on it.

Why neural foundation models work, and what they might—and might not—teach us about the brain

These models can partly generalize across species, brain regions and tasks, suggesting that a set of machine-learnable rules govern neural population activity. But will we be able to understand them?

By Juan Gallego
13 April 2026 | 8 min read
A large, abstract shape flows out of a small box.

Embrace complexity to improve the translatability of basic neuroscience

Researchers must learn to view heterogeneity as an essential feature of the systems they study and a central consideration in experimental design, not a variable to control for or reduce.

By Linda Douw, Klaus Eyer, Lara Keuck
9 April 2026 | 5 min read
A human arm and a robot arm write code together on a small blackboard.

How to teach programming in the age of AI

Scientists and educators are concerned about students using artificial intelligence to shortcut their learning. But there are also opportunities, especially when it comes to teaching neuroscience students how to code.

By Ashley Juavinett
30 March 2026 | 8 min read
Illustration of a laptop computer superimposed over a scroll.

‘Friction-maxxing’ in school: Students should read primary literature, not AI summaries

Trainees need to learn how to identify a neuroscience paper’s major takeaways and integrate them into their understanding. This skill doesn’t come from outsourcing the work to large language models.

By Nora Bradford
26 March 2026 | 5 min read
Illustration of a brain that is half organic texture and half geometric pattern.

Trading places: What happens when neuroscience turns into machine learning, and machine learning turns into neuroscience?

Neuroscience has become increasingly concerned with prediction, and machine learning with causal explanation, with each field adopting methods from the other. I asked eight experts to weigh in on what we stand to learn from this exchange.

By Samuel Gershman
23 March 2026 | 22 min read

Large-scale neuroimaging datasets often lack information specific to women’s health, constraining AI’s analysis potential

Addressing this gap will require collecting widespread data on pregnancy, menopause and other life events women experience—and could bring us closer to the “holy grail” of linking brain and behavior.

By Amy Kuceyeski
16 March 2026 | 0 min watch
Illustration of dopamine neurons.

This paper changed my life: Talia Lerner reflects on dopamine neuron diversity and the value of simple experiments

In a 2011 Neuron study, Stephan Lammel and his colleagues showed that dopamine neurons with different projections have different physiological properties. The work inspired Lerner to think about how to challenge widely held assumptions in the field.

By Talia Lerner
11 March 2026 | 6 min read

Explore more from The Transmitter

Liset de la Prida explains how neuron subtypes may control the activity of large neural populations, from manifolds to ripples

De la Prida's work analyzing the varieties of sharp wave ripples in the hippocampus led to her discovery that specific types of neurons control the properties of neural manifolds.

By Paul Middlebrooks
22 April 2026 | 104 min listen
Research image of human endothelial cells grown in vitro.

Autism experts venture to set the narrative for INSAR, and more

Here is a roundup of autism-related news and research spotted around the web for the week of 20 April.

By Jill Adams
21 April 2026 | 2 min read
Collage illustration with a portrait of Mia Thomaidou.

Frameshift: How Mia Thomaidou tapped a fellowship to connect neuroscience to criminal justice

As a fellow at the Dana Foundation, she merged two familiar passions and discovered a new one: science philanthropy.

By Katie Moisse
21 April 2026 | 6 min read