Agostinelli, A., T. Denk, Z. Borsos, J. Engel, M. Verzetti, A. Caillon, Q. Huang, A. Jansen, A. Roberts, M. Tagliasacchi, M. Sharifi, N. Zeghidour and C. Frank (2023). MusicLM: Generating music from text. Available at: https://arxiv.org/abs/2301.11325 (accessed May 18, 2024).
Alayrac, J.-B., J. Donahue, P. Luc, A. Miech, I. Barr, Y. Hasson, K. Lenc, A. Mensch, K. Millican, M. Reynolds, R. Ring, E. Rutherford, S. Cabi, T. Han, Z. Gong, S. Samangooei, M. Monteiro, J. Menick, S. Borgeaud, A. Brock, A. Nematzadeh, S. Sharifzadeh, M. Binkowski, R. Barreira, O. Vinyals, A. Zisserman and K. Simonyan (2022). Flamingo: A visual language model for few-shot learning. arXiv:2204.14198. Available at: https://arxiv.org/abs/2204.14198 (accessed May 18, 2024).
Ali, S. and F. Ford (2023). Generative AI and cybersecurity: Strengthening both defenses and threats. Available at: https://www.bain.com/insights/generative-ai-and-cybersecurity-strengthening-both-defenses-and-threats-tech-report-2023/ (accessed May 18, 2024).
Amari, S.I. (1972). Learning patterns and pattern sequences by self-organizing nets of threshold elements. IEEE Transactions, C 21, 1197-1206. Available at: https://people.idsia.ch/~juergen/amari1972hopfield.pdf (accessed May 18, 2024).
Bassinet, A., L. Bracco, A. L'Hôte, E. Jeangirard, P. Lopez and L. Romary (2023). Large-scale machine-learning analysis of scientific PDF for monitoring the production and the openness of research data and software in France. Available at: https://hal.science/hal-04121339v3 (accessed May 18, 2024).
Baxter, K. and Y. Schlesinger (2023). Managing the risks of generative AI. Available at: https://hbr.org/2023/06/managing-the-risks-of-generative-ai (accessed May 18, 2024).
BCG (2023). Generative AI’s role in the factory of the future. Available at: https://www.bcg.com/publications/2023/gen-ai-role-in-factory-of-future (accessed May 18, 2024).
Brittain, B. (2023). OpenAI, Microsoft hit with new author copyright lawsuit over AI training. Available at: https://www.reuters.com/legal/openai-microsoft-hit-with-new-author-copyright-lawsuit-over-ai-training-2023-11-21/ (accessed May 18, 2024).
Brooks, T., B. Peebles, C. Holmes, W. DePue, Y, Guo, L. Jing, D. Schnurr, J. Taylor, T. Luhman, E. Luhman, C. Ng, R. Wang and A. Ramesh (2024). Video generation models as world simulators. OpenAI Inc. Available at: https://openai.com/index/video-generation-models-as-world-simulators (accessed May 18, 2024).
Brown, T.B., B. Mann, N. Ryder, M. Subbiah, J. Kaplan, P. Dhariwal, A. Neelakantan, P. Shyam, G. Sastry, A. Askell, S. Agarwal, A. Herbert-Voss, G. Krueger, T. Henighan, R. Child, A. Ramesh, D.M. Ziegler, J. Wu, C. Winter, C. Hesse, M. Chen, E. Sigler, M. Litwin, S. Gray, B. Chess, J. Clark, C. Berner, S. McCandlish, A. Radford, I. Sutskever and D. Amodei (2020). Language models are few-shot learners. Proceedings of the International Conference on Neural Information Processing Systems (NIPS 2020). Curran Associates Inc., Red Hook, NY, USA, Article 159, 1877–1901. doi: 10.5555/3495724.3495883.
Brockmann, G. and I. Sutskever (2015). Introducing OpenAI. Available at: https://openai.com/blog/introducing-openai (accessed May 18, 2024).
Cambia (2024). The Lens. Available at: https://www.lens.org (accessed May 18, 2024).
Common Crawl (2023). Available at: https://commoncrawl.org (accessed May 18, 2024).
Corona-Figueroa, A., J. Frawley, S. B. Taylor, S. Bethapudi, H. P. H. Shum and C. G. Willcocks (2022). MedNeRF: Medical Neural Radiance Fields for reconstructing 3D-aware CT-projections from a single X-ray. 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), UK, pp. 3843–3848, doi: 10.1109/EMBC48229.2022.9871757. arXiv:2202.01020. Available at: https://arxiv.org/abs/2202.01020 (accessed May 18, 2024).
DataStet (2022–2024). Available at: https://github.com/kermitt2/datastet (accessed May 18, 2024).
Deloitte (2023). AI study: Over 60 per cent use Artificial Intelligence at work – almost half of all employees are worried about losing their jobs. Deloitte press release. Available at: https://www2.deloitte.com/ch/en/pages/press-releases/articles/ai-study-almost-half-of-all-employees-are-worried-about-losing-their-jobs.html (accessed May 18, 2024).
Deng, H. (2023). Exploring Synthetic Data for Artificial Intelligence and Autonomous Systems – A Primer. Geneva, Switzerland: UNIDIR, 2023. Available at: https://unidir.org/wp-content/uploads/2023/11/UNIDIR_Exploring_Synthetic_Data_for_Artificial_Intelligence_and_Autonomous_Systems_A_Primer.pdf (accessed May 18, 2024).
Devlin, J., M.W. Chang, K. Lee and K. Toutanova (2018). BERT: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805. Available at: https://arxiv.org/abs/1810.04805 (accessed May 18, 2024).
European Commission, European Parliament (2023). Proposal for a Regulation of the European Parliament and of the Council on Laying Down Harmonised Rules on Artificial Intelligence (Artificial Intelligence Act) and Amending Certain Union Legislative Acts. Available at: https://www.europarl.europa.eu/doceo/document/TA-9-2023-0236_EN.html (accessed May 18, 2024).
EPO (European Patent Office) (2023). AI Applied to Classification Use Cases at the European Patent Office. Available at: https://www.wipo.int/edocs/mdocs/classifications/en/ipc_ce_54/ipc_ce_54_p4.pdf (accessed May 18, 2024).
EPO (n.d.). Available at: https://www.epo.org/en/searching-for-patents/helpful-resources/first-time-here/patent-families#:~:text=About%20patent%20families,each%20other%20through%20priority%20claims. (accessed May 24, 2024).
Financial Times (2023). Generative AI set to affect 300mn jobs across major economies. Available at: https://www.ft.com/content/7dec4483-ad34-4007-bb3a-7ac925643999 (accessed May 18, 2024).
Freunek, M. and A. Bodmer (2021). BERT based freedom to operate patent analysis. arXiv:2105.00817. Available at: https://arxiv.org/abs/2105.00817 (accessed May 18, 2024).
Gillis, A. (2023). Responsible AI. Available at: https://www.techtarget.com/searchenterpriseai/definition/responsible-AI (accessed May 18, 2024).
GitHub (2021). Introducing GitHub Copilot: Your AI pair programmer. Available at: https://github.blog/2021-06-29-introducing-github-copilot-ai-pair-programmer (accessed May 18, 2024).
GitHub (2023a). GitHub REST API documentation. Available at: https://docs.github.com/en/rest (accessed May 18, 2024).
GitHub (2023b). Survey reveals AI’s impact on the developer experience. Available at: https://github.blog/2023-06-13-survey-reveals-ais-impact-on-the-developer-experience/ (accessed May 18, 2024).
GitHub (2023c). The state of open source and rise of AI in 2023, Octoverse report. Available at: https://github.blog/2023-11-08-the-state-of-open-source-and-ai/ (accessed May 18, 2024).
Goldman Sachs (2023). NVIDIA CEO Huang urges faster AI development—to make it safer. Available at: https://www.goldmansachs.com/intelligence/pages/nvidia-ceo-huang-urges-faster-ai-development-to-make-it-safer.html (accessed May 18, 2024).
Goodfellow, I., J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville and Y. Bengio (2014). Generative Adversarial Nets. Proceedings of the International Conference on Neural Information Processing Systems (NIPS 2014), pp. 2672–2680.
Google Inc. (2020). BERT for patents. GitHub. Available at: https://github.com/google/patents-public-data/blob/master/models/BERT%20for%20Patents.md (accessed May 18, 2024).
Hochreiter, S. and J. Schmidhuber (1997). Long short-term memory. Neural Computation, 9 (8), 1735–1780. doi: 10.1162/neco.1997.9.8.1735
Hopfield, J. J. (1982). Neural Networks and Physical Systems with Emergent Collective Computational Abilities. Proceedings of the National Academy of Sciences, 79 (8), 2554–2558. doi: 10.1073/pnas.79.8.2554
Hugging Face Inc. (2023). Available at: https://huggingface.co (accessed May 18, 2024).
Jumper, J., R. Evans, A. Pritzel, T. Green, M. Figurnov, O. Ronneberger, K. Tunyasuvunakool, R. Bates, A. Žídek, A. Potapenko, A. Bridgland, C. Meyer, S.A.A. Kohl, A.J. Ballard, A. Cowie, B. Romera-Paredes, S. Nikolov, R. Jain, J. Adler, T. Back, S. Petersen, D. Reiman, E. Clancy, M. Zielinski, M. Steinegger, M. Pacholska, T. Berghammer, S. Bodenstein, D. Silver, O. Vinyals, A.W. Senior, K. Kavukcuoglu, P. Kohli and D. Hassabi (2021). Highly accurate protein structure prediction with AlphaFold. Nature, 596, 583–589.
Keseris, D. and R. Kovarik (2023). ChatGPT: IP strategy in the AI space. Lexology data hub. Available at: https://www.lexology.com/library/detail.aspx?g=bed7b5f6-5e7a-49c5-a8fc-accb59f95819 (accessed May 18, 2024).
Kingma, D. P. and M. Welling (2013). Auto-encoding variational Bayes. arXiv:1312.6114. Available at: https://arxiv.org/abs/1312.6114 (accessed May 18, 2024).
Kingson, J. (2023). Runway brings AI movie-making to the masses. Available at: https://www.axios.com/2023/05/05/runway-generative-ai-chatgpt-video (accessed May 18, 2024).
LAION (2023). Available at: https://laion.ai (accessed May 18, 2024).
LexisNexis (2023). Content-generating AI. Available at: https://www.lexisnexisip.com/resources/content-generating-ai/ (accessed May 18, 2024).
Lopez, P., C. Du, J. Cohoon, K. Ram and J. Howison (2021). Mining Software Entities in Scientific Literature: Document-level NER for an Extremely Imbalance and Large-scale Task. In Proceedings of the 30th ACM International Conference on Information and Knowledge Management (CIKM ’21), November 1–5, 2021, QLD, Australia. Available at: https://doi.org/10.1145/3459637.3481936 (accessed May 18, 2024).
Lorenz, P., K. Perset and J. Berryhill (2023). Initial Policy Considerations for Generative Artificial Intelligence, OECD Artificial Intelligence Papers, No. 1, OECD Publishing, Paris. Available at: https://doi.org/10.1787/fae2d1e6-en (accessed May 18, 2024).
MarketsAndMarkets (2023). Revolutionizing risk: The influence of generative AI on the insurance industry. Available at: https://www.marketsandmarkets.com/industry-news/The-Influence-Of-Generative-AI-On-The-Insurance-Industry (accessed May 18, 2024).
McCarthy, J., M.L. Minsky, N. Rochester and C.E. Shannon (2006). A Proposal for the Dartmouth Summer Research Project on Artificial Intelligence, August 31, 1955. AI Magazine, 27(4), 12. Available at: https://doi.org/10.1609/aimag.v27i4.1904.
McKinsey (2023). The economic potential of generative AI: The next productivity frontier. Available at: https://www.mckinsey.com/capabilities/mckinsey-digital/our-insights/the-economic-potential-of-generative-AI-the-next-productivity-frontier#introduction (accessed May 18, 2024).
McKinsey (2024). What is generative AI? Available at: https://www.mckinsey.com/featured-insights/mckinsey-explainers/what-is-generative-ai (accessed May 18, 2024).
McKinsey (2024b). Generative AI in the pharmaceutical industry: Moving from hype to reality. Available at: https://www.mckinsey.com/industries/life-sciences/our-insights/generative-ai-in-the-pharmaceutical-industry-moving-from-hype-to-reality (accessed May 18, 2024).
Microsoft (2024). Project InnerEye: Democratizing medical imaging AI. Available at: https://www.microsoft.com/en-us/research/project/medical-image-analysis/ (accessed May 18, 2024).
Midjourney Inc. (2022). Midjourney documentation. Available at: https://docs.midjourney.com (accessed May 18, 2024).
Mildenhall, B., P. Srinivasan, M. Tancik, J. Barron, R. Ramamoorthi and R. Ng (2020). NeRF: Representing scenes as neural radiance fields for view synthesis. arXiv:2003.08934. Available at: https://arxiv.org/abs/2003.08934 (accessed May 18, 2024).
Minsky, M. (1967). Computation: Finite and Infinite Machines. Englewood Cliffs, N.J.: Prentice-Hall.
MIT (2023). To excel at engineering design, generative AI must learn to innovate, study finds. Available at: https://www.sciencedaily.com/releases/2023/10/231020105644.htm (accessed May 18, 2024).
Moore, G. (1965). Cramming more components onto integrated circuits. Electronics Magazine, 38, 8, 114.
Narayan, J., K. Hu, M. Coulter and S. Mukherjee (2023). Elon Musk and others urge AI pause, citing “risks to society”. Available at: https://www.reuters.com/technology/musk-experts-urge-pause-training-ai-systems-that-can-outperform-gpt-4-2023-03-29/ (accessed May 18, 2024).
Nemec, D. and L. Rann (2023). AI and patent law: Balancing innovation and inventorship. Available at: https://www.skadden.com/insights/publications/2023/04/quarterly-insights/ai-and-patent-law (accessed May 18, 2024).
New York Times (2022). An AI-generated picture won an art Prize. Artists aren’t happy. Available at: https://www.nytimes.com/2022/09/02/technology/ai-artificial-intelligence-artists.html (accessed May 18, 2024).
Nvidia (2023). What is generative AI? Available at: https://www.nvidia.com/en-us/glossary/generative-ai/ (accessed May 18, 2024).
OpenAI Inc. (2018). Improving language understanding with unsupervised learning. Available at: https://openai.com/research/language-unsupervised (accessed May 18, 2024).
OpenAI Inc. (2019). Better language models and their implications. Available at: https://openai.com/research/better-language-models (accessed May 18, 2024).
OpenAI Inc. (2021). DALL·E: Creating images from text. Available at: https://openai.com/research/dall-e (accessed May 18, 2024).
OpenAI Inc. (2022). Introducing ChatGPT. Available at: https://openai.com/blog/chatgpt (accessed May 18, 2024).
OpenAI Inc. (2023). GPT-4 technical report. arXiv:2303.08774, https://arxiv.org/abs/2303.08774 (accessed May 18, 2024).
Pichai, S. and D. Hassabis (2023). Introducing Gemini: Our largest and most capable AI model. Available at: https://blog.google/technology/ai/google-gemini-ai/ (accessed May 18, 2024).
Radford, A., J. W. Kim, C. Hallacy, A. Ramesh, G. Goh, S. Agarwal, G. Sastry, A. Askell, P. Mishkin, J. Clark, G. Krueger and I. Sutskever (2021). Learning transferable visual models from natural language supervision. arXiv:2103.00020 Available at: https://arxiv.org/abs/2103.00020 (accessed May 18, 2024).
Ramos, L. and J. Subramanyam (2021). Maverick research: Forget about your real data – synthetic data is the future of AI. Gartner Research. Available at: https://www.gartner.com/en/documents/4002912 (accessed May 18, 2024).
re3data (2023). Available at: https://www.re3data.org (accessed May 18, 2024).
Rombach, R., A. Blattmann, D. Lorenz, P. Esser and B. Ommer(2021). High-resolution image synthesis with latent diffusion models. arXiv:2112.10752. Available at: https://arxiv.org/abs/2112.10752 (accessed May 18, 2024).
Rosenblatt, F. (1957). The Perceptron. A Perceiving and Recognizing Automaton. Report 85-460-1, Cornell Aeronautical Laboratory Inc.
Samsung (2023). Available at: https://developer.samsung.com/sdp/news/en/2023/11/28/samsung-developer-november-newsletter-samsung-electronics-reveals-the-samsung-gauss-generative-ai-model-and-other-latest-news (accessed May 18, 2024).
Shapiro, D. (2023). Generative AI revs up new age in auto industry, from design and engineering to production and sales. Available at: https://blogs.nvidia.com/blog/generative-ai-auto-industry/ (accessed May 18, 2024).
Stack Overflow (2023). Behind the scenes building IBM watsonx, an AI and data platform. Available at: https://stackoverflow.blog/2023/12/06/behind-the-scenes-building-ibm-watsonx-an-ai-and-data-platform/ (accessed May 18, 2024).
Stanham, L. (2023). Generative AI (GenAI) in cybersecurity. Available at: https://www.crowdstrike.com/cybersecurity-101/secops/generative-ai/ (accessed May 18, 2024).
Softcite Software Mention Recognizer (2018-2024). Available at: https://github.com/softcite/software-mentions (accessed May 18, 2024).
STM Association (2023). Uptake of open access (OA). Available at: https://www.stm-assoc.org/oa-dashboard/uptake-of-open-access/ (accessed May 18, 2024).
Tencent (2023). Tencent unveils Hunyuan, its proprietary large foundation model on Tencent Cloud. Available at: https://www.tencent.com/en-us/articles/2201685.html (accessed May 18, 2024).
Tong, C. (2023). 3 Google Maps updates for trip planning and exploring. Available at: https://blog.google/products/maps/google-maps-updates-immersive-view-trip-planning/ (accessed 18 May, 2024).
Triolo, P. and A. Perera (2023). This is the state of generative AI in China. The China Project. Available at: https://thechinaproject.com/2023/09/20/this-is-the-state-of-generative-ai-in-china/ (accessed May 18, 2024).
UNESCO (2023). How generative AI is reshaping education in Asia-Pacific. Available at: https://www.unesco.org/en/articles/how-generative-ai-reshaping-education-asia-pacific (accessed May 18, 2024).
Van den Oord, A., S. Dieleman, H. Zen, K. Simonyan, O. Vinyals, A. Graves, N. Kalchbrenner, A. Senior and K. Kavukcuoglu (2016). WaveNet: A generative model for raw audio. arXiv:1609.03499. Available at: https://arxiv.org/abs/1609.03499 (accessed May 18, 2024).
Vaswani, A., N. Shazeer, N. Parmar, J. Uszkoreit, L. Jones, A. Gomez, L. Kaiser and I. Polosukhin (2017). Attention is all you need. Advances in neural information processing systems 30. arXiv: 1706.03762v7. Available at: https://arxiv.org/abs/1706.03762v7 (accessed May 18, 2024).
VentureBeat (2023). Nvidia will bring AI to every industry, says CEO Jensen Huang in GTC keynote: “We are at the iPhone moment of AI”. Available at: https://venturebeat.com/ai/nvidia-will-bring-ai-to-every-industry-says-ceo-jensen-huang-in-gtc-keynote-we-are-at-the-iphone-moment-of-ai/ (accessed May 18, 2024).
Vowinckel, K. and V. Hähnke (2023). SEARCHFORMER: Semantic patent embeddings by siamese transformers for prior art search. Available at: https://www.sciencedirect.com/science/article/abs/pii/S0172219023000224 (accessed May 18, 2024).
Weizenbaum, J. (1966). ELIZA - a computer program for the study of natural language communication between man and machine. Commun. ACM, 9(1), 36–45. Available at: https://doi.org/10.1145/365153.365168 (accessed May 18, 2024).
WIPO (2015). Guidelines for Preparing Patent Landscape Reports. Available at: https://www.wipo.int/publications/en/details.jsp?id=3938= (accessed May 18, 2024).
WIPO (2019). WIPO Technology Trends 2019 – Artificial Intelligence. doi: 10.34667/tind.29084. Available at: https://www.wipo.int/publications/en/details.jsp?id=4386 (accessed May 18, 2024).
WIPO (2021). WIPO Guide to Using Patent Information. Available at: https://www.wipo.int/edocs/pubdocs/en/wipo-pub-rn2021-1e-en-wipo-guide-to-using-patent-information.pdf (accessed May 18, 2024).
WIPO (2024a). Generative AI: Navigating Intellectual Property. Available at: https://www.wipo.int/export/sites/www/about-ip/en/frontier_technologies/pdf/generative-ai-factsheet.pdf (accessed May 18, 2024).
WIPO (2024b). Artificial Intelligence and Intellectual Property: An Economic Perspective. Available at: https://www.wipo.int/publications/en/details.jsp?id=4715&plang=EN (accessed May 18, 2024).
World Economic Forum (2023). Here's how experts see AI developing over the coming years. Available at: https://www.weforum.org/agenda/2023/02/experts-ai-developing-over-the-coming-years/ (accessed May 18, 2024).
Yang, Z. (2024). Four things to know about China’s new AI rules in 2024. Available at: https://www.technologyreview.com/2024/01/17/1086704/china-ai-regulation-changes-2024/ (accessed May 18, 2024).
Ye, J. (2024). China issues draft guidelines for standardising AI industry. Available at: https://www.reuters.com/technology/china-issues-draft-guidelines-standardising-ai-industry-2024-01-17/ (accessed May 18, 2024).
Yoon, J. (2023). Seeking a big edge in A.I., South Korean firms think smaller. The New York Times. Available at: https://www.nytimes.com/2023/12/20/business/south-korea-generative-ai-chatbots.html (accessed May 18, 2024).