Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Faculty Publications Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Creator An entity primarily responsible for making the resource Jain, Yogesh Kumar; Pandey, Ankur; Jyothi, J.; Maheshwari, Abhishek Title A name given to the resource Reinforcement Learning-Driven Innovation Clusters: Strategic Planning for Sustainable Corporate Growth Date A point or period of time associated with an event in the lifecycle of the resource 01-01-2025 Source A related resource from which the described resource is derived 2025 IEEE 2nd International Conference on Information Technology, Electronics and Intelligent Communication Systems, ICITEICS 2025; Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/ICITEICS64870.2025.11341550" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICITEICS64870.2025.11341550</a> <br /><br /><a href="https://www.scopus.com/pages/publications/105033222912?origin=resultslist" target="_blank" rel="noreferrer noopener">https://www.scopus.com/pages/publications/105033222912?origin=resultslist</a> Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Jain Y.K., School of Management, IILM University, Uttar Pradesh, Greater Noida, India; Pandey A., Manipal University Jaipur, Department of Computer Science &amp; Engineering, Jaipur, India; Jyothi J., Presidency College (Autonomous), Commerce and Management, Bengaluru, India; Maheshwari A., School of Commerce, Finance and Accountancy Christ (Deemed to Be) University, Ghaziabad, India Description An account of the resource This paper explores the role of reinforcement learning (RL) in optimizing innovation clusters to foster sustainable corporate growth. We go on to establish how RL allows organizations to optimize core performance metrics (innovation output, profit growth, sustainability impact and resource allocation efficiency), and show in dynamic datasets how a network of simulated strategic decisions were made in an innovation ecosystem. Moreover, it highlights the ability of RL to adapt to ever changing industries and implement long term strategic plans besides traditional strategic practices. The results demonstrate that RL-based methods contribute to unleashing innovation and profitabilising the companies, but also to more sustainable operations, bringing into proportion the growth and social responsibility. These results demonstrate RL as an implication tool with a strong future for optimizing corporate strategies that serves as an incentive for further innovation, translating into long-term viability and success. 2025 IEEE. Subject The topic of the resource Cooperate Growth; Innovation clusters; ML; RL; Sustainable cooperation Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Relation A related resource ISBN: 979-833150784-8; Language A language of the resource English Type The nature or genre of the resource Conference paper Rights Information about rights held in and over the resource Restricted Access; Hardcopy may be available in the library Format The file format, physical medium, or dimensions of the resource online