Machine learning

Recent articles

Beyond the algorithmic oracle: Rethinking machine learning in behavioral neuroscience

Machine learning should not be a replacement for human judgment but rather help us embrace the various assumptions and interpretations that shape behavioral research.

By Nedah Nemati, Matthew Whiteway
3 December 2025 | 7 min read
Two bouncing balls.

What are the fastest-growing areas in neuroscience?

Respondents pointed to computational neuroscience, systems neuroscience, neuroimmunology and neuroimaging, among other subfields.

By The Transmitter
15 November 2025 | 6 min read
Concentric circles.

What are the most transformative neuroscience tools and technologies developed in the past five years?

Artificial intelligence and deep-learning methods featured prominently in the survey responses, followed by genetic tools to control circuits, advanced neuroimaging, transcriptomics and various approaches to record brain activity and behavior.

By The Transmitter
15 November 2025 | 14 min read
Hands hold a scroll-like object made of ones and zeroes.

How neuroscientists are using AI

Eight researchers explain how they are using large language models to analyze the literature, brainstorm hypotheses and interact with complex datasets.

By The Transmitter
4 November 2025 | 15 min read
Collage of images of mice in lab settings.

Competition seeks new algorithms to classify social behavior in animals

The winner of the competition, which launched today and tests contestants’ models head to head, is set to take home $20,000, according to co-organizer Ann Kennedy.

By Angie Voyles Askham
18 September 2025 | 6 min read
Illustration of human figures holding brightly colored connected dots.

This paper changed my life: Dan Goodman on a paper that reignited the field of spiking neural networks

Friedemann Zenke’s 2019 paper, and its related coding tutorial SpyTorch, made it possible to apply modern machine learning to spiking neural networks. The innovation reinvigorated the field.

By Dan Goodman
17 September 2025 | 5 min read

Xaq Pitkow shares his principles for studying cognition in our imperfect brains and bodies

Pitkow discusses how evolution's messy constraints shape optimal brain algorithms, from Bayesian inference to ecological affordances.

By Paul Middlebrooks
27 August 2025 | 1 min read
Illustration of a brain and screens of computer code.

Should neuroscientists ‘vibe code’?

Researchers are developing software entirely through natural language conversations with advanced large language models. The trend is transforming how research gets done—but it also presents new challenges for evaluating the outcomes.

By Benjamin Dichter
25 August 2025 | 7 min read
Computer-generated illustration of a brain in a broken jar.

Breaking the jar: Why NeuroAI needs embodiment

Brain function is inexorably shaped by the body. Embracing this fact will benefit computational models of real brain function, as well as the design of artificial neural networks.

By Bing Wen Brunton, John Tuthill
21 July 2025 | 9 min read
AI-generated, blueprint-like illustration of a classroom.

Many students want to learn to use artificial intelligence responsibly. But their professors are struggling to meet that need.

Effectively teaching students how to employ AI in their writing assignments requires clear guidelines—and detailed, case-specific examples.

By Tim Requarth
23 June 2025 | 10 min read

Explore more from The Transmitter

Tatiana Engel explains how to connect high-dimensional neural circuitry with low-dimensional cognitive functions

Neuroscientists have long sought to understand the relationship between structure and function in the vast connectivity and activity patterns in the brain. Engel discusses her modeling approach to discovering the hidden patterns that connect the two.

By Paul Middlebrooks
3 December 2025 | 1 min read
A see-through human brain with circuits inside it.

‘Wired for Words: The Neural Architecture of Language,’ an excerpt

In his new book, Hickok provides a detailed overview of the research into the circuits that control speech and language. In this excerpt from Chapter 5, he shares how meeting his colleague David Poeppel led to them developing the theory for bilateral speech perception.

By Gregory Hickok
2 December 2025 | 8 min read

Plumbing the link between anti-CASPR2 antibodies and autism; and more

Here is a roundup of autism-related news and research spotted around the web for the week of 1 December.

By Jill Adams
2 December 2025 | 1 min read

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