Open MIND

User-centric cell-free massive MIMO is a key 6G technology to meet strict latency and energy-efficiency demandsof compute-intensive applications. In practical O-RAN deployments, the central unit and distributed unit compute capacityfluctuates with network-slicing dynamics. Relying on fixed compute resources and access-point (AP) clustering based solely onradio conditions leads to radio–compute mi…

6G paradigm enables massive network slicing for pervasive digitization across vertical industries, demanding scalable,sustainable, AI-driven zero-touch automation, particularly under non-IID conditions in live networks. This work introducesa cloud-native service-level agreement (SLA)-driven stochastic policy to guarantee a scalable and fast operation of constrainedfederated learning (FL)-based an…

With the increasing deployment of Reinforcement Learning (RL) for network optimization at the edge of wirelessnetworks, the RL workload emerges as a significant challenge. While the placement of general Machine Learning workloadsacross the cloud–edge continuum has been widely studied, existing solutions typically exclude RL techniques due to theirdistinct structure and operational requirements. I…

Sixth-generation (6G) wireless networks are expected to meet all the demands of the next decade, a feasibility that is onlypossible with advances in network design and management. This paper first proposes a unified resource management framework for a 6G-based network architecture that includes an Open Radio Access Network (O-RAN) deployment and then defines a hierarchical network energy control …

{ "background": "The reliability assessment of municipal infrastructure asset systems in developing nations is hindered by sparse, heterogeneous, and uncertain data. Traditional deterministic models often fail to capture the systemic uncertainties and hierarchical dependencies inherent in such complex networks.", "purpose and objectives": "This study aims to develop and validate a novel Bayesian …

Early childhood development (ECD) provision in informal settlements is critically underfunded. Community-funded centres have emerged as a primary response, yet their medium-term financial and operational viability remains unexamined, posing a significant policy challenge. This policy brief analyses the three-year sustainability of community-funded ECD centres in a major urban informal settlement.…

International audience

The closed Poecilia sphenops lineage examined in this study shows progressive phenotypic divergence across approximately nine to ten generations under stable aquarium conditions. The population originated from a reduced founder group and currently consists of nineteen individuals distributed across generations G8–G10. Two chromatic lines, black and orange mottled, remained stable throughout the l…

This document presents an original conceptual theoretical framework first articulated in late 2025. It formalizes the emergence of time, gravity, and quantum coherence from a single postulate: our universe is a structured event within a background scalar medium (the Timeless Sea). This version (v6) corrects earlier conceptual conflation and introduces significant formal developments:• Tensorial S…

Purdue University Press: https://www.press.purdue.edu/9781626712225/

This work has been co-funded by the European Union under the Horizon Europe grant 101147412 (SIRCULAR). Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the European Climate, Infrastructure and Environment Executive Agency (CINEA). Neither the European Union nor the granting authority can be held responsible for the…

This paper develops the epistemological foundation of Trajectory-Identity Theory. It begins from the claim that human recognition is structurally delayed: what appears as present experience is already past when it becomes available to consciousness. From this, the paper argues that recognition does not face the future. Future oriented mental activity remains possible, but it belongs to predictive…

Data and code to accompany the manuscript titled: Parasites and forage as determinants of body condition and population viability in an imperiled ungulate.

This article examines Developing Educational Technology (EdTech) Solutions for Remote Learning in Rural Areas with a focused emphasis on Chad within the field of Computer Science. It is structured as a systematic literature review that organises the problem, the strongest verified scholarship, and the main analytical implications in a concise publication-ready format. The paper foregrounds the mo…

{ "background": "Municipal infrastructure asset management (IAM) is critical for sustainable urban development, yet its systematic adoption across Tanzanian local government authorities remains poorly quantified and understood from a methodological perspective.", "purpose and objectives": "This study provides a methodological evaluation of IAM adoption measurement. Its primary objective is to dev…

This study explores diffusion-based generative modeling as a data augmentation strategy to improve forecasting in data-scarce scenarios. Using the ETTh1 multivariate energy dataset, we evaluate point and quantile forecasting across multiple forecasting architectures (XGBoost, LSTM, BiLSTM). Synthetic samples are generated via the Diffusion-TS framework for the neural models only, and incorporated…

In the third part of the textbook, a theoretical foundation and practical recommendations are presented on the following key issues of the course: the essence of organizing and managing innovation processes and programs in the construction industry; management of innovative projects and development programs in construction; strategic management and the basics of planning the activities and develo…

In the second part of this educational publication, a theoretical foundation and practical recommendations are presented on the following key issues of the course: preparation of construction production; contractual relations in construction; surveying and design; organizational and technological design of construction and the execution of works during the erection of buildings and structures; ke…

Project Rosetta is a systematic 160-phase investigation into the algebraic structure of compilation, decompilation, and semantic manipulation within a shared latent space, extended to a complete physical theory of software. By aligning natural language (NL), Python AST, and compiled bytecode into a 64-dimensional contrastive embedding, I demonstrate that compilation is a linear operator (R²=0.965…