CALL FOR PAPERS

Special Session on

Intelligent Computing Systems: Architectures, Algorithms, and Mathematical Underpinnings

Under the International Conference on Mathematical Sciences and Computational Intelligence  (ICMSCI-2026)

February 20–22, 2026

The Department of Mathematics, P.G.D.A.V. College, University of Delhi, in collaboration with Faculty of Mathematical Sciences, University of Delhi, IIT Mandi and NIT Uttarakhand, cordially invites researchers, academicians, scientists, industry experts, and research scholars to submit their original and unpublished research papers for a Special Session on "Intelligent Computing Systems: Architectures, Algorithms, and Mathematical Underpinnings" under the International Conference on Mathematical Sciences and Computational Intelligence (ICMSCI-2026).

This session delves into the core of intelligent systems, exploring the synergistic relationship between novel computational architectures, advanced algorithms, and their rigorous mathematical foundations. It will spotlight research on the design, analysis, and optimization of systems that learn, reason, and adapt. The focus spans from theoretical constructs to practical implementations, addressing efficiency, robustness, scalability, and interpretability in intelligent computing frameworks.

This session is central to the ICMSCI-2026 theme of Computational Intelligence, explicitly exploring its systemic realizations. It necessitates and advances Mathematical Sciences through the use of optimization theory, linear algebra, probability, statistics, and discrete mathematics for analyzing algorithms, proving convergence, ensuring stability, and modeling complex system behaviors. It embodies the conference' s goal of integrating deep theoretical insight with practical intelligent system design.

Topics of Interest

• Mathematical Foundations of Deep Learning Architectures

• Bio-inspired and Neuro-symbolic Computing Systems

• Efficient Algorithms for Edge AI and Embedded Intelligence

• Optimization Techniques for Large-Scale Intelligent Systems

• Formal Methods and Verification for Trustworthy AI Systems

• Graph Neural Networks and Dynamical System Representations

• Reinforcement Learning Architectures for Complex Decision-Making

• Quantum-Inspired and Unconventional Computing Paradigms

• Hardware-Aware Algorithm Design and Co-optimization

• Interpretability and Explainability in Complex AI Systems

Submission Guidelines

• Manuscript must follow the conference template. All submissions will undergo peer review.

• Maximum length: 9–16 pages including references.

• Accepted papers will be presented and included in the proceedings/special issue (details to follow).

Presentation Mode

Hybrid (Offline + Online). Selected papers will be presented through oral or poster sessions.

Important Dates

• Last date for abstract submission: January 15, 2026  , 👍Extended till: January 31, 2026

• Abstract acceptance notification: January 20, 2026, 👍 Extended till: February 05, 2026

• Last date of Registration: February 10, 2026

• Full-Paper Submission: March 10, 2026

Who Should Submit?

Faculty members, researchers, post-doctoral fellows, PhD scholars, postgraduate students, statisticians, engineers, data scientists, and industry professionals.

Submission Email : Authors must submit their abstracts/papers through the following link:

👉Click Here for Abstract Template

👉 Click Here For Abstract Submission

Kindly visit the registration page to register for the conference.

👉 Click Here to Visit Registration Page