Research graph
References from Generative artificial intelligence in animal genomics for smart agriculture: Applications, challenges, and future prospects. Local targets link to admitted publications; unresolved targets remain external evidence.
A comprehensive protocol and step-by-step guide for Multi-omics integration in biological research
2025 · External reference
10.1109/seb4sdg60871.2024.10629845
10.1109/seb4sdg60871.2024.10629845 · External reference
Genomic privacy preservation in genome-wide association studies: Taxonomy, limitations, challenges, and vision
10.1093/bib/bbae356 · 2024 · External reference
10.1186/s44330-024-00004-5
10.1186/s44330-024-00004-5 · External reference
Generative AI in smart agriculture: Opportunities and challenges
2024 · External reference
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2025 · External reference
From reality to virtuality: Revolutionizing livestock farming through digital twins
10.3390/agriculture14122231 · 2024 · External reference
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2024 · External reference
Smart environments in digital agriculture: A systematic review and taxonomy
10.1016/j.compag.2025.110393 · 2025 · External reference
Ethics and fairness in generative ai using mitigating bias in large language models using adversarial training
10.21917/ijsc.2025.0500 · 2025 · External reference
A technical review of multi-omics data integration methods: From classical statistical to deep generative approaches
10.1093/bib/bbaf355 · 2025 · External reference
Seeding a sustainable future: Navigating the digital horizon of smart agriculture
10.3390/su16020475 · 2024 · External reference
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Past, present, and future developments in single-step genomic models
10.1080/1828051x.2022.2053366 · 2022 · External reference
Understanding the environmental impact of generative AI services
10.1145/3725984 · 2025 · External reference
Revolutionizing animal breeding: Quantifying the impact of genomic selection, CRISPR, and artificial intelligence on animal breeding
10.64636/ar.22 · 2025 · External reference
Treating gaps and biases in biodiversity data as a missing data problem
10.1111/brv.13127 · 2024 · External reference
Genotype-by-environment interaction with high-dimensional environmental data: An example in pigs
10.1186/s12711-025-00974-2 · 2025 · External reference
Enhancing capabilities of generative models through VAE-GAN integration: A review
10.54254/2755-2721/67/2024ma0070 · 2024 · External reference
Integrating experimental feedback improves generative models for biological sequences
10.1093/nar/gkaf832 · 2025 · External reference
Federated learning: Breaking down barriers in global genomic research
10.3390/genes15121650 · 2024 · External reference
Generative AI models theoretical foundations and algorithmic practices
10.70393/6a69656173.323633 · 2025 · External reference
Bibliometric analysis of genomic selection in breeding of animal from 1993 to 2024: Global trends and advancements
10.3389/fgene.2024.1402140 · 2024 · External reference
Responsible generative AI: Governance challenges and solutions in enterprise data clouds
10.54097/02teq773 · 2025 · External reference
Animal wellness: The power of multiomics and integrative strategies
10.1155/2024/4125118 · 2024 · External reference
10.1109/ssitcon66133.2025.11341939
10.1109/ssitcon66133.2025.11341939 · External reference
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Designing synthetic regulatory elements using the generative AI framework DNA-Diffusion
10.1038/s41588-025-02441-6 · 2025 · External reference
Advances in aquaculture genomics, genetics, and breeding: Enhancing sustainability and efficiency through cutting-edge technologies
10.1155/jai/8884803 · 2025 · External reference
Improved visualization method of DNA sequences and its application in phylogenetic analysis
10.2174/0113862073379972250612103433 · 2025 · External reference
10.36227/techrxiv.175623944.48249393/v1
10.36227/techrxiv.175623944.48249393/v1 · External reference
10.52202/085713-2314
10.52202/085713-2314 · External reference
Enhancing genomic selection in dairy cattle through artificial intelligence: Integrating advanced phenotyping and predictive models to advance health, climate resilience, and sustainability
10.3390/dairy6050050 · 2025 · External reference
Livestock behaviour forecasting via generative artificial intelligence
10.1016/j.atech.2025.100987 · 2025 · External reference
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Benchmarking DNA foundation models for genomic and genetic tasks
10.1038/s41467-025-65823-8 · 2025 · External reference
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Multilayered mechanisms for long-range regulatory interactions in eukaryotic transcription
10.1016/j.jmb.2025.169311 · 2026 · External reference
Generative AI for real-time data augmentation in big data pipelines
2025 · External reference
Breeding smarter: Artificial intelligence and machine learning tools in modern Breeding—A review
10.3390/agronomy16010137 · 2026 · External reference
Research status and development trends of artificial intelligence in smart agriculture
10.3390/agriculture15212247 · 2025 · External reference
An overview of recent technological developments in bovine genomics
10.1016/j.vas.2024.100382 · 2024 · External reference
Artificial intelligence in veterinary and animal science: Applications, challenges, and future prospects
10.1016/j.compag.2025.110395 · 2025 · External reference
Advancing climate-resilient livestock systems: Next-generation emission mitigation strategies and integrated technological innovations
10.1016/j.vas.2026.100588 · 2026 · External reference
AI-driven synthetic data generation for precision agriculture: Enhancing decision support systems through artificial intelligence
2025 · External reference
10.1109/ijcnn64981.2025.11227550
10.1109/ijcnn64981.2025.11227550 · External reference
Transcribed regulatory elements: The missing link in the applied genomics of animal husbandry
10.1134/s1022795425701017 · 2025 · External reference
Do generative models learn rare generative factors?
10.3389/frai.2025.1697139 · 2025 · External reference
10.1109/issc67739.2025.11291478
10.1109/issc67739.2025.11291478 · External reference
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Genomic prediction unifies animal and plant breeding programs to form platforms for biological discovery
10.1038/ng.3920 · 2017 · External reference
The future of big data and artificial intelligence on dairy farms: A proposed dairy data ecosystem
10.3168/jdsc.2025-0843 · 2025 · External reference
Novel natural vector with asymmetric covariance for classifying biological sequences
10.1016/j.gene.2025.149532 · 2025 · External reference
Pretraining improves prediction of genomic datasets across species
2025 · External reference
A review of genomics application in aquaculture: Status, challenges, and priorities for future direction
10.2478/aoas-2025-0078 · 2025 · External reference
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Responsible governance of generative AI: Conceptualizing GenAI as complex adaptive systems
10.1093/polsoc/puae040 · 2025 · External reference
Data to AI: Building a solid data foundation for your generative AI applications in the cloud
10.30574/ijsra.2024.11.1.1056 · 2024 · External reference
Genomics in animal breeding from the perspectives of matrices and molecules
10.1186/s41065-023-00285-w · 2023 · External reference
Genomic selection needs to be carefully assessed to meet specific requirements in livestock breeding programs
10.3389/fgene.2015.00049 · 2015 · External reference
Generative AI in qualitative research and related transparency problems: A novel heuristic for disclosing uses of AI
10.1177/16094069251404329 · 2025 · External reference
Implementing federated learning with privacy-preserving encryption to secure patient-derived imaging and sequencing data from cyber intrusions
10.30574/ijsra.2025.16.1.2120 · 2025 · External reference
Interoperable agricultural digital twins with reinforcement learning intelligence
10.1016/j.atech.2025.101412 · 2025 · External reference
AI, copyright, and business: Navigating global legal challenges in the era of generative content and digital replicas
10.1080/13600869.2025.2590795 · 2025 · External reference
AI driven animal farming and livestock management system
10.48175/ijarsct-22604 · 2024 · External reference
Multimodal foundation transformer models for multiscale genomics
10.1038/s41592-025-02918-6 · 2025 · External reference
Temporal generative models for learning heterogeneous group dynamics of ecological momentary assessment data
10.1093/biomtc/ujae115 · 2024 · External reference
AI-driven protein design
10.1038/s44222-025-00349-8 · 2025 · External reference
Innovative approaches and solutions for climate resilient and sustainable livestock systems
10.9734/acri/2025/v25i61260 · 2025 · External reference
Generative prediction of causal gene sets responsible for complex traits
2025 · External reference
Understanding the ethics of generative AI: Established and new ethical principles
10.17705/1cais.05601 · 2025 · External reference
Unsupervised domain adaptation methods for cross-species transfer of regulatory code signals
2023 · External reference
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Generative models utilizing padding can efficiently integrate and generate multi-omics data
10.3390/ai5030078 · 2024 · External reference
The vision of big data recirculation for smart livestock farming in South Korea
10.5187/jast.2025.e21 · 2025 · External reference
Progress and opportunities of foundation models in bioinformatics
10.1093/bib/bbae548 · 2024 · External reference
From code to life: The AI-driven revolution in genome editing
10.1002/advs.202417029 · 2025 · External reference
Transformação digital na pecuária de corte e leite: Avanços e aplicações das tecnologias emergentes na gestão e monitoramento do rebanho – revisão de literatura
10.32406/v8n2/2025/62-76/agrariacad · 2025 · External reference
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Genomic prediction using machine learning: A comparison of the performance of regularized regression, ensemble, instance-based and deep learning methods on synthetic and empirical data
10.1186/s12864-023-09933-x · 2024 · External reference
Mitigating bias in generative AI: The role of explainable AI for ethical deployment
10.55041/ijsrem37255 · 2024 · External reference
10.38124/ijisrt/25aug585
10.38124/ijisrt/25aug585 · External reference
Generative twins: A deep learning approach to next-gen digital twins
2025 · External reference
Ethical frontiers and legal boundaries: Proposing a unified framework for AI regulation and accountability
10.1016/j.nexres.2025.101087 · 2025 · External reference
Semantic design of functional de novo genes from a genomic language model
10.1038/s41586-025-09749-7 · 2025 · External reference
10.1093/bib/bbaf722
10.1093/bib/bbaf722 · External reference
Generative ai: A tool for addressing data scarcity in scientific research
10.36074/grail-of-science.06.09.2024.039 · 2024 · External reference
Computer vision meets generative models in agriculture: Technological advances, challenges and opportunities
10.3390/app15147663 · 2025 · External reference
Generative AI unveiled: Core technologies, real-world applications, and ethical issues
10.51583/ijltemas.2025.1409000105 · 2025 · External reference
AI-powered visual E-monitoring system for cattle health and wealth
10.1016/j.atech.2025.101300 · 2025 · External reference
Navigating algorithmic accountability and ethical governance in autonomous data Analytics systems: Toward transparent, bias-resistant, and Human-centric AI frameworks for critical decision-making
10.38124/ijisrt/25oct919 · 2025 · External reference
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Bias in content-generating AI algorithms: Technical analysis, detection, and mitigation with Python
10.47191/ijmcr/v13i4.10 · 2025 · External reference
Emerging generative AI divide: Personal, positional, and resource-based factors associated with use and reasons for non-use
2025 · External reference
A comprehensive review of livestock development: Insights into domestication, phylogenetics, diversity, and genomic advances
10.1007/s00335-024-10075-y · 2024 · External reference
Kinematic and dynamic modeling of mechanical systems towards Digital Twins
10.1016/j.rineng.2025.104874 · 2025 · External reference
Precision livestock farming for climate-resilient livestock management: A review of real-time monitoring and decision support systems
10.1016/j.jclepro.2025.146454 · 2025 · External reference
10.1109/icscn67106.2025.11308696
10.1109/icscn67106.2025.11308696 · External reference
Digital genomics and AI in Agri-biotech: Innovations for climate-resilient food futures
10.62311/nesx/rp-2-aug-25 · 2025 · External reference
Advancements in multimodal AI: Integrating text, image, and audio data for enhanced machine learning models
10.52783/kjcs.276 · 2025 · External reference
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2023 · External reference
Generative AI in agriculture 4.0: Applications, challenges, and integration in the Indian context
10.1016/j.foohum.2025.100889 · 2025 · External reference
Generative AI for predictive breeding: Hopes and caveats
10.1007/s00122-025-04942-8 · 2025 · External reference
10.1109/fmlds67896.2025.00041
10.1109/fmlds67896.2025.00041 · External reference
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Survey on the role of mechanistic interpretability in generative AI
10.3390/bdcc9080193 · 2025 · External reference
Application of GWAS and mGWAS in livestock and poultry breeding
10.3390/ani14162382 · 2024 · External reference
399 Generative AI in data analysis for animal science
10.1093/jas/skaf300.137 · 2025 · External reference
Review: Assessing available genetic diversity estimates of rare breeds of livestock
10.1016/j.animal.2025.101669 · 2025 · External reference
Genome-wide associative study of phenotypic parameters of the 3D body model of Aberdeen Angus cattle with multiple depth cameras
10.3390/ani12162128 · 2022 · External reference
Innovations in sensor-based systems and sustainable energy solutions for smart agriculture: A review
10.3390/encyclopedia5020067 · 2025 · External reference
A historical survey of advances in transformer architectures
10.3390/app14104316 · 2024 · External reference
Generative AI in smart agriculture: Opportunities and challenges
2024 · External reference
Mechanisms underlying phenotypic plasticity in response to environmental change
10.1111/brv.70100 · 2025 · External reference
Deep learning models: Their relationship with embryonic euploidies and reproductive outcomes
10.3390/genes16080981 · 2025 · External reference
Explainable AI improves task performance in human–AI collaboration
10.1038/s41598-024-82501-9 · 2024 · External reference
Fields of the future: Digital transformation in smart agriculture with large language models and generative AI
10.1016/j.csi.2025.104005 · 2025 · External reference
Integrating genomics and phenomics in agricultural breeding: A comprehensive review
10.9734/arja/2024/v17i4506 · 2024 · External reference
Analysis of emerging trends and challenges in multimodal data
2025 · External reference
Model building and efficiency improvement of generative AI in agricultural planning
10.71222/gkaz3320 · 2025 · External reference
Machine learning applications in livestock management
2025 · External reference
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Human-AI Symbiosis in governance: Collaborative approaches to data and AI oversight
10.30574/wjarr.2025.26.2.1850 · 2025 · External reference
10.1109/seb4sdg60871.2024.10630145
10.1109/seb4sdg60871.2024.10630145 · External reference
Tech-driven evolution of animal housing: An in-depth analysis of the impact of digital technologies, AI, and GenAI in the era of precision livestock farming
10.1016/j.compag.2026.111602 · 2026 · External reference
Privacy-preserving multivariate Bayesian regression models for overcoming data sharing barriers in health and genomics
2025 · External reference
10.1016/j.sbi.2026.103250
10.1016/j.sbi.2026.103250 · External reference
Agricultural digital twin for smart farming: A review
10.1016/j.grets.2025.100299 · 2026 · External reference
Generative artificial intelligence for Bayesian model updating in digital twins: A review and tutorial
10.1007/s00158-025-04183-9 · 2025 · External reference
Generative Adversarial Networks (GANs): Principles, development, challenges, and diverse applications
10.54254/2755-2721/2025.ld25482 · 2025 · External reference
Quantum-enhanced probabilistic databases: A novel framework for real-time decision support systems in high-dimensional uncertainty modeling
2025 · External reference
Synthetic health data: Real ethical promise and peril
10.1002/hast.4911 · 2024 · External reference
Latent generative modeling of long genetic sequences with GANs
2024 · External reference
A federated explainable AI framework for smart agriculture: Enhancing transparency, efficiency, and sustainability
10.1109/access.2025.3571340 · 2025 · External reference
Balancing tradition and innovation: A 5-year review of modern approaches to livestock breed conservation
10.3390/agriculture15171855 · 2025 · External reference
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Advancing precision livestock farming: Integrating artificial intelligence and emerging technologies for sustainable livestock management
2025 · External reference
Infrastructure provisioning as the Strategic Foundation for Responsible generative AI Deployment
10.32996/jcsts.2025.7.10.63 · 2025 · External reference
10.1002/9781394280735.ch17
10.1002/9781394280735.ch17 · External reference
A vision of how low-coverage sequence data should contribute to genetic evaluation in the future
10.1093/jas/skaf294 · 2025 · External reference
Generative AI Ethics: A comprehensive safety and regulation framework
10.5121/ijsptm.2024.13401 · 2024 · External reference
Editorial: Networks and graphs in biological data: Current methods, opportunities and challenges
10.3389/fbinf.2025.1685992 · 2025 · External reference
Genetic properties underlying transcriptional variability across different perturbations
10.1038/s41467-025-57642-8 · 2025 · External reference
Phenomics in livestock research: Bottlenecks and promises of digital phenotyping and other quantification techniques on a global scale
10.1089/omi.2024.0109 · 2024 · External reference
Synthetic data in biomedicine via generative artificial intelligence
10.1038/s44222-024-00245-7 · 2024 · External reference
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From genomes to hologenomes: Integrating host and microbiome data for complex trait prediction in livestock and aquaculture
2025 · External reference
Advancing livestock technology: Intelligent systemization for enhanced productivity, welfare, and sustainability
10.3390/agriengineering6020084 · 2024 · External reference
Integrating omics approaches in livestock biotechnology: Innovations in production and reproductive efficiency
10.3389/fanim.2025.1551244 · 2025 · External reference
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De-extinction and beyond: Trait design powered by generative AI
2025 · External reference
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Generative artificial intelligence for de novo protein design
10.1016/j.sbi.2024.102794 · 2024 · External reference
Multi-adversarial autoencoders: Stable, faster and self-adaptive representation learning
10.1016/j.eswa.2024.125554 · 2025 · External reference
An integrative multi-omics framework for genomic prediction in livestock using Bayesian deep neural networks
2025 · External reference
10.1002/agf2.70009
10.1002/agf2.70009 · External reference
Genetic advancements and future directions in ruminant livestock breeding: From reference genomes to multiomics innovations
10.1007/s11427-024-2744-4 · 2024 · External reference
Genome editing tools for improved and sustainable livestock production systems
10.59317/tk0rpj66 · 2024 · External reference
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Tracking poultry drinking behavior and floor eggs in cage-free houses with innovative depth anything model
10.3390/app15126625 · 2025 · External reference
Precision monitoring of dead chickens and floor eggs with a robotic machine vision method
10.3390/agriengineering7020035 · 2025 · External reference
Cloud–edge–device collaborative computing in smart agriculture: Architectures, applications, and future perspectives
10.3389/fpls.2025.1668545 · 2025 · External reference
Graph Neural Networks for knowledge Graph construction: Research progress, agricultural development potential, and future directions
2025 · External reference
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Biological sequence representation methods and recent advances: A review
10.3390/biology14091137 · 2025 · External reference
Designing prokaryotic gene expression regulatory elements: From genomic mining to artificial intelligence-driven generation
10.1016/j.biotechadv.2025.108781 · 2026 · External reference
Empowering precision livestock farming: Artificial intelligence applications in animal genomic breeding and multi-dimensional phenotypic measurement
10.1016/j.atech.2025.101655 · 2025 · External reference
10.1101/2024.06.24.600337
10.1101/2024.06.24.600337 · External reference
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