mlsanityData to 14 Oct 2026

Artificial Intelligence and Innovation Ecosystem: Evolutionary Developments, Challenges, and Future Directions

arXiv 2607.24589 ↗First posted 27 Jul 2026cs.AIcited by 0

Not on the map. Why?

Abstract (arXiv)

The development of the Innovative Ecosystem (IE) presents a new paradigm for economic integration, collaborative advancement, and shared achievements. The rise of Artificial Intelligence (AI) has significantly accelerated the global processes of digitization, informatization, and intelligence. Exploring how AI can leverage inherent characteristics to influence the development trajectory of IE is a topic that warrants further investigation. Given AI's increasing prominence and role within IE, the paper analyzes this new form, examining both AI's unique contributions to IE and its potential challenges. Firstly, the paper synthesizes the conceptual frameworks surrounding IE, decomposing them into manifestations in physical, social, and thinking spaces. Furthermore, the concept of Artificial Intelligence IE (AIIE) is introduced from a spatial perspective, with an exploration of the characteristics AI contributes to IE. Subsequently, the paper employs an evolutionary perspective to analyze the roles provided by AI during different development periods of AIIE. The paper then verifies the feasibility, effectiveness, and rationality of the AIIE's definition and analyzes AIIE development from an evolutionary perspective using enterprise development examples. Finally, acknowledging AI's inherent limitations, the paper examines potential challenges facing AIIE in the future from four perspectives, aiming to identify new research avenues for the further development of AIIE.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 28 of its 260 references that are in the map. First posted on arXiv 27 Jul 2026.

Builds on

28 of 260 references.

References · 28

  1. 2021Towards artificial general intelligence via a multimodal foundation modelcited by 112
  2. 2019AI-GAs: AI-generating algorithms, an alternate paradigm for producing general artificial intelligencecited by 86
  3. 2024Phikon-v2, A large and public feature extractor for biomarker predictioncited by 74
  4. 2023Towards Understanding the Interplay of Generative Artificial Intelligence and the Internetcited by 54
  5. 2021The future of human-AI collaboration: a taxonomy of design knowledge for hybrid intelligence systemscited by 39
  6. 2024OpenDataLab: Empowering General Artificial Intelligence with Open Datasetscited by 29
  7. 2023Artificial muses: Generative Artificial Intelligence Chatbots Have Risen to Human-Level Creativitycited by 24
  8. 2020More Than Privacy: Applying Differential Privacy in Key Areas of Artificial Intelligencecited by 23
  9. 2022General Intelligence Requires Rethinking Explorationcited by 20
  10. 2018Security and Privacy Issues in Deep Learningcited by 19
  11. 2021Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligencecited by 18
  12. 2021Security and Privacy for Artificial Intelligence: Opportunities and Challengescited by 16
16 more
  1. 2022Human-Centric Artificial Intelligence Architecture for Industry 5.0 Applicationscited by 11
  2. 2017Brain Intelligence: Go Beyond Artificial Intelligencecited by 9
  3. 2024Cooperative Resilience in Artificial Intelligence Multiagent Systemscited by 8
  4. 2019Asymptotically Unambitious Artificial General Intelligencecited by 7
  5. 2021A Metamodel and Framework for Artificial General Intelligence From Theory to Practicecited by 5
  6. 2017Multi-agent systems and decentralized artificial superintelligencecited by 4
  7. 2018Can Machines Design? An Artificial General Intelligence Approachcited by 3
  8. 2020The Why, What and How of Artificial General Intelligence Chip Developmentcited by 3
  9. 2024Business and Regulatory Responses to Artificial Intelligence: Dynamic Regulation, Innovation Ecosystems and the Strategic Management of Disruptive Technologycited by 3
  10. 2019DaiMoN: A Decentralized Artificial Intelligence Model Networkcited by 2
  11. 2023Collective Privacy Recovery: Data-sharing Coordination via Decentralized Artificial Intelligencecited by 2
  12. 2023Originality and the Future of Copyright in an Age of Generative AIcited by 2
  13. 2024A Review on Building Blocks of Decentralized Artificial Intelligencecited by 2
  14. 2016A Framework for Searching for General Artificial Intelligencecited by 1
  15. 2021Agile, Antifragile, Artificial-Intelligence-Enabled, Command and Controlcited by 1
  16. 2022Evaluation of key impression of resilient supply chain based on artificial intelligence of things (AIoT)cited by 1

Built on by

Not cited yet.