Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Experiment Video

Updated: Jul 16, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
07:14

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models

Published on: December 23, 2025

Tina: A diffusion neural network for generating personalized AI models from text prompts.

Zexi Li1,2,3, Lingzhi Gao1, Dongqi Cai4

  • 1Zhejiang University, Hangzhou 310027, China.

Patterns (New York, N.Y.)
|July 15, 2026
PubMed
Summary

Related Concept Videos

Non-equilibrium in the Cell01:16

Non-equilibrium in the Cell

An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Biodegradable Alginate-Chitosan Hollow Nanospheres for Codelivery of Doxorubicin and Paclitaxel for the Effect of Human Lung Cancer A549 Cells.

BioMed research international·2018
Same author

[SHORT-TERM EFFECTIVENESS OF PERCUTANEOUS PEDICLE SCREW GUIDED WITH PHOTOELECTRIC NAVIGATION FOR THORACOLUMBAR FRACTURES].

Zhongguo xiu fu chong jian wai ke za zhi = Zhongguo xiufu chongjian waike zazhi = Chinese journal of reparative and reconstructive surgery·2018
Same author

Epigenetic dysregulation of ZEB1 is involved in LMO2-promoted T-cell acute lymphoblastic leukaemia leukaemogenesis.

Biochimica et biophysica acta. Molecular basis of disease·2018
Same author

Theoretical study of the intermolecular recognition mechanism between Survivin and substrate based on conserved binding mode analysis.

Journal of molecular graphics & modelling·2018
Same author

The asymmetry of neural symptoms in Wilson's disease patients detecting by diffusion tensor imaging, resting-state functional MRI, and susceptibility-weighted imaging.

Brain and behavior·2018
Same author

Estimates of abundance and diversity of Shewanella genus in natural and engineered aqueous environments with newly designed primers.

The Science of the total environment·2018

Generative artificial intelligence (GenAI) can now create personalized neural network classifiers from text descriptions. This new text-to-model approach enables on-demand AI personalization across various image domains.

Area of Science:

  • Artificial Intelligence
  • Machine Learning
  • Computer Vision

Background:

  • Generative artificial intelligence (GenAI) has shown significant advancements in various modalities like text, image, and video generation.
  • Existing GenAI models primarily focus on content creation rather than functional model generation.

Purpose of the Study:

  • To investigate the potential of GenAI for text-to-model generation, specifically mapping semantic task descriptions to functional neural network parameters.
  • To introduce Tina, a novel text-conditioned neural network diffusion model for personalized classification.

Main Methods:

  • Developed Tina, a diffusion transformer model conditioned on contrastive language-image pre-training (CLIP)-embedded task descriptions.
  • Utilized text prompts at inference time to generate personalized classifiers.
Keywords:
generative AIparameter generationpersonalizationtext-to-model generation

Related Experiment Videos

Last Updated: Jul 16, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
07:14

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models

Published on: December 23, 2025

Main Results:

  • Tina successfully generated high-quality personalized classifiers for both natural and medical images.
  • Demonstrated in-distribution and out-of-distribution personalization capabilities.
  • Showcased support for zero-shot/few-shot image prompts, generalization to unseen classes, and scalability to complex tasks.

Conclusions:

  • Established text-to-model GenAI as a viable paradigm for on-demand personalization.
  • Highlighted Tina's effectiveness in creating personalized classifiers from natural language instructions.
  • Proposed a new avenue for human-AI interaction through text-based model generation.