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

New organoid atlas unveils phenotypic signatures of multiple neurodevelopmental conditions

The comprehensive resource details data on microcephaly, polymicrogyria, epilepsy and intellectual disability from 352 people.

By Diana Kwon
17 December 2025 | 4 min read

Can neuroscientists decode memories solely from a map of synaptic connections?

Five experts discuss the progress, possibilities and hurdles of decoding a “nontrivial” memory from an organism just by analyzing its brain connectivity patterns.

By Paul Middlebrooks
17 December 2025 | 1 min read
A scientist chases falling code with a butterfly net in a spare landscape with beautiful high clouds.

AI-assisted coding: 10 simple rules to maintain scientific rigor

These guidelines can help researchers ensure the integrity of their work while accelerating progress on important scientific questions.

By Russell Poldrack
16 December 2025 | 7 min read

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