Automated Negotiation for Future Supply Chains
[ 4 ] Mohammad, Y., Nakadai, S., & Greenwald, A.( 2024). Automated Negotiation in Supply Chains: A Generalist Environment for RL / MARL Research. In PRIMA 2024: Principles and Practice of Multi-Agent Systems. Cham: Springer Nature Switzerland.
[ 5 ] Larsen, B. J.( 2021). The efficiency of real-world bargaining: Evidence from wholesale used-auto auctions. The Review of Economic Studies, 88( 2), 851 – 882.
[ 6 ] Sengupta, A., Mohammad, Y., & Nakadai, S.( 2021). An Autonomous Negotiating Agent Framework with Reinforcement Learning Based Strategies and Adaptive Strategy Switching Mechanism. In Proceedings of AAMAS 2021, 1163 – 1172.
[ 7 ] Mohammad, Y., & Chen, H.( 2026). Automated Negotiation and Multimodal Time-Series Forecasting for Efficient Procurement. In Proceedings of AAMAS 2026— Demonstration Track, Paphos, Cyprus.
[ 8 ] Hadfield, G. K., & Koh, A.( 2025). An Economy of AI Agents. NBER Handbook on the Economics of Transformative AI. arXiv: 2509.01063.
[ 9 ] Digital Twin Consortium.( 2025, May 22). Digital Twin Consortium Announces Digital Twin Testbed Program. https:// www. digitaltwinconsortium. org / press-room / 05-22-25 /( accessed on May 29, 2026)
[ 10 ] NEC Corporation.( 2025, December 2). NEC Launches AI Agent Service in Japan to Automate Procurement Negotiations Using AI. https:// www. nec. com / en / press / 202512 / global _ 20251202 _ 01. html( accessed on May 29, 2026)
[ 11 ] NEC Corporation & IFS.( 2025, May 30). IFS and NEC Strengthen their Strategic Partnership to Create New Value. https:// www. nec. com / en / press / 202505 / global _ 20250530 _ 02. html( accessed on May 29, 2026)
[ 12 ] Gartner, Inc.( 2025, October 21). Gartner Unveils Top Predictions for IT Organizations and Users in 2026 and Beyond. https:// www. gartner. com / en / newsroom / press-releases / 2025-10-21-gartner-unveilstop-predictions-for-it-organizations-and-users-in-2026-and-beyond( accessed on May 29, 2026)
[ 13 ] Scheibenreif, D., & Joshi, M.( 2026, March 13). Deploy AI Agents in Procurement: A Roadmap to Success. Gartner Research.
[ 14 ] McKinsey & Company.( 2025). Transforming procurement functions for an AI-driven world. https:// www. mckinsey. com / capabilities / operations / our-insights / transforming-procurement-functionsfor-an-ai-driven-world( accessed on May 29, 2026)
[ 15 ] Catena-X Automotive Network e. V.( 2024 – 2025). Governance Framework for Data Space Operations & Catena-X ODRL Profile. https:// catenax-ev. github. io /( accessed on May 29, 2026)
[ 16 ] Autonomous Negotiation SCM Consortium.( ongoing). Cross-industry consortium convened by NEC to advance automated-negotiation practice in Japan. https:// automated-negotiation. org / en /( accessed on May 29, 2026)
[ 17 ] NEC Corporation. NegotiationAI— Cutting-edge AI technologies( product page). https:// www. nec. com / en / global / solutions / ai / analyze / negotiationai. html( accessed on May 29, 2026)
[ 18 ] World Economic Forum.( 2025, July). Trust is the new currency in the AI agent economy. https:// www. weforum. org / stories / 2025 / 07 / ai-agent-economy-trust /( accessed on May 29, 2026)
[ 19 ] Gartner, Inc.( 2025, June 25). Gartner Predicts Over 40 % of Agentic AI Projects Will Be Canceled by End of 2027. https:// www. gartner. com / en / newsroom / press-releases / 2025-06-25-gartner-predicts-over- 40-percent-of-agentic-ai-projects-will-be-canceled-by-end-of-2027( accessed on May 29, 2026)
[ 20 ] NEC Corporation.( 2025, December 16). NEC Wins Five Awards at Newsweek AI Impact APAC & EMEA Awards. https:// www. nec. com / en / press / 202512 / global _ 20251216 _ 02. html( accessed on May 29, 2026)
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