The potential for artificial intelligence (AI) to drive digital supply chain transformation today is beyond question. However, its full potential to address more complex supply chain management (SCM) problems is still unclear partly due to AI's black-box problem both in practice and in literature. This paper attempts to highlight the significance of explainable AI (XAI) in SCM and shades light on SCM areas where AI's black-box problem remains problematic. The goal of this integrative literature review paper is to provide new insight into the status of XAI as a solution to AI's black-box problem in SCM where AI techniques have made rapid in-roads. The AI techniques in SCM literature and the significance of XAI in SCM are contrasted. We present an integrative research typology for XAI in SCM to better align how SCM literature has conceived AI deployment in SCM this far. The typology should help us understand the gap between what we know about AI deployment in practice, AI maturity in SCM, and the extent of XAI in SCM.
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DARPA, 675 North Randolph St, Arlington, VA 22201 USA
Facebook AI Res, 770 Broadway, New York, NY 10003 USADARPA, 675 North Randolph St, Arlington, VA 22201 USA
Gunning, David
Stefik, Mark
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Palo Alto Res Ctr, 3333 Coyote Hill Rd, Palo Alto, CA 94304 USADARPA, 675 North Randolph St, Arlington, VA 22201 USA
Stefik, Mark
Choi, Jaesik
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Korea Adv Inst Sci & Technol, Grad Sch Artificial Intelligence, 291 Daehak Ro, Daejeon 34141, South KoreaDARPA, 675 North Randolph St, Arlington, VA 22201 USA
Choi, Jaesik
Miller, Timothy
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Univ Melbourne, Sch Comp & Informat Syst, Melbourne, Vic 3010, AustraliaDARPA, 675 North Randolph St, Arlington, VA 22201 USA
Miller, Timothy
Stumpf, Simone
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City Univ London, Sch Math Comp Sci & Engn, Ctr HCI Design, London EC1V 0HB, EnglandDARPA, 675 North Randolph St, Arlington, VA 22201 USA
Stumpf, Simone
Yang, Guang-Zhong
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Shanghai Jiao Tong Univ, Inst Med Robot, Shanghai, Peoples R ChinaDARPA, 675 North Randolph St, Arlington, VA 22201 USA
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Rutgers Business Sch, Newark, NJ 07102 USA
Southwestern Univ Finance & Econ, Res Inst Econ & Management, Chengdu, Peoples R ChinaRutgers Business Sch, Newark, NJ 07102 USA
Zhang, Chanyuan
Cho, Soohyun
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Rutgers Business Sch, Newark, NJ 07102 USARutgers Business Sch, Newark, NJ 07102 USA
Cho, Soohyun
Vasarhelyi, Miklos
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Rutgers Business Sch, Newark, NJ 07102 USARutgers Business Sch, Newark, NJ 07102 USA
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Dr BC Roy Engn Coll, Dept Comp Applicat, Durgapur 713206, W Bengal, IndiaDr BC Roy Engn Coll, Dept Comp Applicat, Durgapur 713206, W Bengal, India
Ganguly, Rita
Singh, Dharmpal
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JIS Univ, Dept Comp Sci & Engn, 81 Nilgunj Rd, Kolkata 700109, W Bengal, IndiaDr BC Roy Engn Coll, Dept Comp Applicat, Durgapur 713206, W Bengal, India