Perspectives

Recent articles

Expert opinions on trends and controversies in neuroscience

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
Kieth Hengen looks through a small window, aligning his face with a fancy moustache sticker and rolling his eyes comically to the side.

Computational neuroscientist Keith Hengen explains his work through illustrations

The images help him communicate the “big-picture ideas” behind the mathematical principles of neuronal networks.

By Helena Kudiabor
7 April 2026 | 4 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
Illustration of a leaking pipe.

Securing the academic pipeline amid uncertain U.S. funding climate

Finding creative ways to keep early-career researchers in academia—for example, through part-time roles—can help the field weather the storm.

By Lucina Q. Uddin
9 March 2026 | 5 min read

Explore more from The Transmitter

Illustration of an open journal featuring lines of text and small illustrations of eyes and mouths.

Autism-linked genes alter sleep behavior, and more

Here is a roundup of autism-related news and research spotted around the web for the week of 13 April.

By Jill Adams
14 April 2026 | 2 min read
A fragmenting cube hovers over a person reading a book.

Error equation predicts brain’s ability to generalize

Four statistical measurements of neural network geometry capture how well brains and artificial networks use what they already know to solve new problems, a study suggests.

By Natalia Mesa
10 April 2026 | 5 min read

Romain Brette reveals fundamental flaws in commonly assumed neuroscience concepts

His new book, “The Brain, In Theory,” offers alternatives to many of the computer science frameworks currently driving theoretical neuroscience.

By Paul Middlebrooks
8 April 2026 | 131 min listen