Embodied Intelligence: Continuous Learning Algorithms and Applications

A special issue of Mathematics (ISSN 2227-7390). This special issue belongs to the section "E1: Mathematics and Computer Science".

Deadline for manuscript submissions: 31 March 2026 | Viewed by 2

Special Issue Editor


E-Mail Website
Guest Editor
School of Future Technology, South China University of Technology, Guangzhou 510641, China
Interests: deep learning; robotics; vision & language; artificial intelligence; continuous learning

Special Issue Information

Dear Colleagues,

This Special Issue investigates the use of continuous learning algorithms as the foundation for advancing embodied intelligence in AI and robotics. It focuses on how systems with a physical form can continue to adapt to dynamic environments and tasks without catastrophic ability forgetting. Key areas within which continuous learning is applied include the following:

  1. Deep Learning Architectures: Novel neural models designed specifically for the lifelong acquisition and retention of knowledge in embodied agents.
  2. Robotic Adaptation: Reinforcement and evolutionary learning methods enabling robots to continuously refine their skills (e.g., manipulation, navigation) through interaction and experience.
  3. Vision and Language Integration: Continuous learning approaches to enable agents to improve their multimodal understanding (e.g., scene comprehension, instruction following) in real time.
  4. AI Frameworks: Theoretical and algorithmic advances (e.g., generative replay, regularization, Bayesian methods) tackling core continual learning challenges like stability and plasticity.

This Special Issue seeks contributions on algorithms, architectures, and applications where continuous learning enables embodied systems to grow, adapt, and operate effectively in complex, evolving real-world settings.

Dr. Huaidong Zhang
Guest Editor

Manuscript Submission Information

Manuscripts should be submitted online at www.mdpi.com by registering and logging in to this website. Once you are registered, click here to go to the submission form. Manuscripts can be submitted until the deadline. All submissions that pass pre-check are peer-reviewed. Accepted papers will be published continuously in the journal (as soon as accepted) and will be listed together on the special issue website. Research articles, review articles as well as short communications are invited. For planned papers, a title and short abstract (about 100 words) can be sent to the Editorial Office for announcement on this website.

Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere (except conference proceedings papers). All manuscripts are thoroughly refereed through a single-blind peer-review process. A guide for authors and other relevant information for submission of manuscripts is available on the Instructions for Authors page. Mathematics is an international peer-reviewed open access semimonthly journal published by MDPI.

Please visit the Instructions for Authors page before submitting a manuscript. The Article Processing Charge (APC) for publication in this open access journal is 2600 CHF (Swiss Francs). Submitted papers should be well formatted and use good English. Authors may use MDPI's English editing service prior to publication or during author revisions.

Keywords

  • deep learning
  • robotics
  • vision and language
  • artificial intelligence
  • continuous learning

Benefits of Publishing in a Special Issue

  • Ease of navigation: Grouping papers by topic helps scholars navigate broad scope journals more efficiently.
  • Greater discoverability: Special Issues support the reach and impact of scientific research. Articles in Special Issues are more discoverable and cited more frequently.
  • Expansion of research network: Special Issues facilitate connections among authors, fostering scientific collaborations.
  • External promotion: Articles in Special Issues are often promoted through the journal's social media, increasing their visibility.
  • Reprint: MDPI Books provides the opportunity to republish successful Special Issues in book format, both online and in print.

Further information on MDPI's Special Issue policies can be found here.

Published Papers

This special issue is now open for submission.
Back to TopTop