Machine learning

Recent articles

A stack of papers topped by many paper shreddings against a red background.

Exclusive: Springer Nature retracts, removes nearly 40 publications that trained neural networks on ‘bonkers’ dataset

The dataset contains images of children’s faces downloaded from websites about autism, which sparked concerns at Springer Nature about consent and reliability.

By Calli McMurray
8 December 2025 | 5 min read
A hand holds a clear rectangular prism up to a series of abstract patterns, offering a new view of them.

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

Explore more from The Transmitter

Dispute erupts over universal cortical brain-wave claim

The debate highlights opposing views on how the cortex transmits information.

By Claudia López Lloreda
12 December 2025 | 5 min read

Waves of calcium activity dictate eye structure in flies

Synchronized signals in non-neuronal retinal cells draw the tiny compartments of a fruit fly’s compound eye into alignment during pupal development.

By Lauren Schneider
12 December 2025 | 0 min watch

Among brain changes studied in autism, spotlight shifts to subcortex

The striatum and thalamus are more likely than the cerebral cortex to express autism variants or bear transcriptional changes, two unpublished studies find.

By Holly Barker
11 December 2025 | 5 min read

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