Smart Data
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Exploring Smart Data opportunities in the transport sector
Exploring Smart Data opportunities in the transport sector Qualitative research results on transport Smart Data use cases in England. Applies to England Documents Details The Department for Business and Trade (DBT) and the Department for Transport (DfT) commissioned Innovate UK Business Connect to identify use cases for a transport Smart Data scheme.
Potential economic impact of future Smart Data use cases
Potential economic impact of future Smart Data use cases Quantitative research assessing the potential social net present value and GDP impacts of 5 Smart Data use cases over a 15-year period. The Department for Business and Trade (DBT) commissioned the Public Service Consultants (PSC) to complete research that assessed the social net present value and gross domestic product (GDP) impacts of 5 Smart Data use cases over a 15-year period (2028 to 2043). The report includes the findings from a...
HomeFlow: A Data Flywheel for Smart Home Agent Training with Verifiable Simulation
arXiv:2606.01230v1 Announce Type: new Abstract: Large language model agents are moving beyond text-only interaction toward physical-world control, with smart homes as a representative domain. Real domestic interaction requires understanding ambiguous intents, operating in dynamic environments, and performing multi-turn reasoning. However, existing methods struggle to generate high-quality training data for smart home agents.
A Systematic Comparison and Evaluation of Building Ontologies for Deploying Data-Driven Analytics in Smart Buildings
arXiv:2603.14374v3 Announce Type: replace Abstract: Ontologies play a critical role in data exchange, information integration, and knowledge sharing across diverse smart building applications. Yet, semantic differences between the prevailing building ontologies hamper their purpose of bringing data interoperability and restrict the ability to reuse building ontologies in real-world applications. In this paper, we propose and adopt a framework to conduct a systematic comparison and evaluation...
The Impact of Temporal Granularity on Socio-Demographic Inference from Household Load Profiles
Announce Type: new Abstract: Smart meter data can reveal sensitive socio-demographic characteristics of households, raising privacy concerns. While this risk has been demonstrated at fixed granularities, the role of temporal resolution in shaping inference performance remains insufficiently explored. This paper addresses this gap by analyzing how load profiles with granularities from 15 minutes to 7 days affect the predictability of eight socio-demographic attributes in a dataset of 1,589...
A 65-nm Privacy-Preserving Neuromorphic Encoder With 7.13-nJ Efficiency, 2.38-Mb/mm^2 Item-Memory Density, and Federated Learning Support
arXiv:2606.09460v1 Announce Type: new Abstract: The increasing demand for privacy-preserving personal data analytics in smart assistants, wearable health monitors, and context-aware systems calls for hardware that is both energy-efficient and secure. This work presents a 65-nm privacy-preserving neuromorphic encoder that leverages transistor-level process variation as physically unclonable entropy for hyperdimensional computing. The proposed 2T-2T entropy cell enables compact,...
Students using phones, smart watches and glasses to cheat in exams, regulator warns
Students using phones, smart watches and glasses to cheat in exams, regulator warns There were 2,225 cases of mobile phone and smart device cheating last summer - Bookmark - CommentsGo to comments England’s exams regulator has issued a stark warning about the growing threat of pupils using high-tech smart devices to cheat in examinations. The chief of Ofqual cautioned that the danger should not be underestimated. Data from the watchdog reveals that cheating using mobile phones and smart...
Is Grep All You Need? How Agent Harnesses Reshape Agentic Search
Computer Science > Computation and Language [Submitted on 14 May 2026] Title:Is Grep All You Need? How Agent Harnesses Reshape Agentic Search View PDF HTML (experimental)Abstract:Recent advances in Large Language Model (LLM) agents have enabled complex agentic workflows where models autonomously retrieve information, call tools, and reason over large corpora to complete tasks on behalf of users.
Validation of graph databases against PG-Schema
Computer Science > Databases [Submitted on 4 Jun 2026] Title:Validation of graph databases against PG-Schema View PDF HTML (experimental)Abstract:The problem of validating a given graph database instance against a given PG-Schema graph type without integrity constraints is NP- complete in terms of combined complexity and in PTIME in terms of data complexity. The combined complexity drops to PTIME when the alternation between type combinations and unions is suitably restricted References &...
Emerging Trends in Intelligent Sensing
Computer Science > Networking and Internet Architecture [Submitted on 24 Apr 2026] Title:Emerging Trends in Intelligent Sensing View PDF HTML (experimental)Abstract:The rapid proliferation of artificial intelligence, connected devices, and high speed mobile networks is driving unprecedented computational demands that challenge traditional sensor architectures.