Recent papers on scalability efficiency computational datasets scale

Sorted by publication year (newest first) via OpenAlex. List regenerates every 24h.

1. Towards Scalable and Stable Machine Learning in Clinical Contexts: Addressing Computational Efficiency and Dataset Shift

   2025 · Deep Blue (University of Michigan) · Krishnamoorthy, Meera

   2025

2. A Nationwide Japanese Medical Claims Foundation Model: Balancing Model Scaling and Task-Specific Computational Efficiency

   2026 · arXiv (Cornell University) · Aratake, Nanae, Tosaki, Taisei, Okamoto, Yuji et al.

   2026

3. Exploring efficiency frontiers of thinking budget in medical reasoning: Scaling laws between computational resources and reasoning quality

   2026 · Journal of Biomedical Informatics · Bi, Ziqian, Chen, Lan, Luo, Hongying et al.

   2026

4. KR-Regulated Nonlinear Parabolic and Fractional Evolution Equations: Attractor Scaling Laws, Critical Thresholds, and Computational Efficiency

   2026 · Zenodo (CERN European Organization for Nuclear Research) · Pasupuleti, Ramakrishna Rao

   2026

5. The Laws of Intelligence: Computation Efficiency and the Physical Scaling Limits of AI Systems

   2026 · Zenodo (CERN European Organization for Nuclear Research) · Sanjay, Kumar,

   2026

6. SCALABLE DISTRIBUTED GRAPH ALGORITHMS FOR ULTRA-LARGE NETWORK STRUCTURES: STRUCTURAL OPTIMIZATION AND COMPUTATIONAL EFFICIENCY

   2026 · Zenodo (CERN European Organization for Nuclear Research) · Chernov, Daniil, Astashkevich, Maksim

   2026

7. MULTI-SCALE THERMO-FLUID OPTIMIZATION OF HIGH-EFFICIENCY ENERGY CONVERSION SYSTEMS USING COUPLED COMPUTATIONAL AND EXPERIMENTAL FRAMEWORK

   2026 · Zenodo (CERN European Organization for Nuclear Research) · Ali, Imran Hussain Hozaifah Shahadat

   2026

8. Resource Efficiency of a Lamarckian Evolution-Based Scheduler under Horizontal Scaling of Computational Resources

   2026 · Program systems theory and applications · Ельмекеев, Михаил Андреевич, Клименко, Анна Борисовна

   2026

9. Enhancing Computational Efficiency in NetLogo: Best Practices for Running Large-Scale Agent-Based Models on AWS and Cloud Infrastructures

   2026 · ArXiv.org · Duprey, Michael, Bobashev, Georgiy

   2026

10. A review of multi-scale modeling strategies for metal additive manufacturing with emphasis on computational cost and time efficiency

    2026 · Journal of Materials Research and Technology · Soares, Lucas de Figueiredo, Abreu, Iago Rodrigues de, Coelho, Rodrigo Santiago

    2026

11. Universal Informational Invariant 0.045 and the "CREATION" (ТВОРЕНИЕ) Framework for Cosmological Constant Resolution Abstract: This paper presents the theoretical foundations of "CREATION" (ТВОРЕНИЕ) technology, based on the discovery of a universal informational invariant,I=0.045cap I equals 0.045 𝐼=0.045. Key Findings: Resolution of the Cosmological Constant Problem: The model eliminates the 120-orders-of-magnitude discrepancy between theoretical vacuum energy and observational data by interpreting baryonic matter ( mc2m c squared 𝑚𝑐2) as a result of resonant compression within the global information field. The 0.045 Invariant: It is mathematically demonstrated that the density of visible matter is a fundamental system efficiency constant (the "Efficiency of the Universe"). Using this parameter, the masses of fundamental particles (Higgs boson, Electron) are calculated as harmonics of the Planck scale. Geometric Adaptation: The framework introduces the concept of informational resonance, where gravity is redefined as the computational load required by the system to maintain the material interface. Technological Potential: The model predicts the possibility of direct space-time navigation through resonant interaction with the "Dark Sector" (95.5% of the total energy density). Research Status: Independent Research / Proprietary Framework. Origin: Ukraine. Author: Serhii Chekaliuk

    2026 · Zenodo (CERN European Organization for Nuclear Research) · Sergiy, Chekalyuk

    2026

12. Driving Computational Efficiency in Large-Scale Platforms using HPC Technologies

    2026 · ArXiv.org · Mendez, Alexander Martinez, Rubio-Montero, Antonio J., H., Carlos J. Barrios et al.

    2026

13. Bridging accuracy and computational efficiency: evaluating a mixing-length-based zero-equation model for micro-scale urban wind field simulations

    2026 · SSRN Electronic Journal · Kang, Geon, Lee, Hyun-Ji, Kim, Jae-Jin

    2026

14. BRGCs: A New Class of Horizontal Code with Excellent Scalability and High Computational Efficiency

    2025 · Wei, Ziwen, Wang, Y. Andrew, Li, Meijuan et al.

    2025

15. Application of Advanced Mathematical Optimization and Computational Algorithms for Enhancing the Efficiency, Accuracy, and Scalability of AI Applications in Education and Industry

    2025 · Hadi, Abdul, Affiq, Mohamed, Hameed, Shahul et al.

    2025

16. Impact of Pore-Scale Geometry on Waterflooding Efficiency: A Computational Fluid Dynamics-Based Investigation Using Direct Numerical Simulation

    2025 · Shafiq, Mian Umer, Aziz, Sajjad, Khan, Muhammad Jawad et al.

    2025

17. OPTIMIZATION ALGORITHMS FOR LARGE-SCALE DATA SYSTEMS: A MATHEMATICAL FRAMEWORK FOR COMPUTATIONAL EFFICIENCY

    2025 · International Journal of Apllied Mathematics · Ramesh, TR

    2025

18. A multi-scale optimal interpolation method of high computational efficiency for mapping oceanic data

    2025 · Acta Oceanologica Sinica · Wen, Ying, Li, Zhijin, Ma, Wenlong et al.

    2025

19. Computational Simulation of Flux Removal Efficiency in Encapsulation Devices at a 1:10,000 Scale via Two-Phase Flow Modeling

    2025 · Chien, Tzu Chieh, Sung, Yu Chi, Liu, Hui Chung et al.

    2025

20. Scalable NLP Systems: Bridging Efficiency with Advanced Computational Techniques

    2025 · Batra, Devyansh, Singh, Harmanjit, Choudhary, Mohit et al.

    2025

21. Hybrid Encryption Models for Optimal Balance of Security, Scalability, and Computational Efficiency in Cloud Computing

    2025 · Cureus Journal of Computer Science. · Ahialey, Edem, Turkson, Regina Esi, Yussif, Abdul-Lateef et al.

    2025

22. alancing Energy Efficiency and Biomass Yield Through Computational Fluid Dynamics of a Commercial Scale Bubble-Column Photobioreactor

    2025 · International Journal of Catalysis and Chemical Engineering · Kubelka, B. G, Abreu, P. C., Pinto, W. T

    2025