Paper Citation Record · LEDGER

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management

As of 4 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 4 inbound Pith citation observations for arXiv:2605.17036.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2605.17036 v3

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T19:05:34.125856Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T11:14:12.976549Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-07-01T23:26:21.735396Z

Reference resolution

40 of 40 outbound references displayed

verified exact10
verified fuzzy18
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch9

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 035f4f74-44f4-4c2b-a8b2-160fd2806c88 · outbound

This paper cites Constrained policy optimization.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Constrained policy optimization

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.063583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 02758284-fee9-4675-abdc-0fdae7a4f10b · outbound

This paper cites Leonard Boussioux, Andrew Chen, Ming Fan, and Apurva Jain.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Leonard Boussioux, Andrew Chen, Ming Fan, and Apurva Jain

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T19:15:00.038276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3201f846-2a42-40c5-831e-c2e54b73a9cd · outbound

This paper cites Socratic iterative reasoning: Enhancing llm decision-making in the beer game supply chain, 2025.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Socratic iterative reasoning: Enhancing llm decision-making in the beer game supply chain, 2025

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.059333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a6af9abb-d229-40d4-9a74-b3930feab817 · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-06-30T19:15:01.130154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3e2b3cde-e313-45f7-94ff-590b1849e359 · outbound

This paper cites Quantifying the bullwhip effect in a simple supply chain: The impact of forecasting, lead times, and information.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Quantifying the bullwhip effect in a simple supply chain: The impact of forecasting, lead times, and information

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.057190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8abd85fa-6908-41c4-8ea2-a86e6b8bcb44 · outbound

This paper cites Ryan, and David Simchi-Levi.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Ryan, and David Simchi-Levi

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.054859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9d47f016-b72e-4177-a07a-c66dac61ca2e · outbound

This paper cites Risk-sensitive and robust decision-making: A CVaR optimization approach.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Risk-sensitive and robust decision-making: A CVaR optimization approach

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.061848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1ecc6168-e7a9-4515-923e-0039bd97306e · outbound

This paper cites Forrester.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Forrester

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.093295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0b0793e4-739f-41e7-b3f8-bfec5b8e591d · outbound

This paper cites Guillermo Gallego and Ilkyeong Moon.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Guillermo Gallego and Ilkyeong Moon

Reference 9

Resolution: metadata mismatch; doi, observed 2026-06-30T19:15:00.025762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 11d7c4d3-b2b1-4ca0-b16c-ca3ede4b0c7a · outbound

This paper cites Javier García and Fernando Fernández.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Javier García and Fernando Fernández

Reference 10

Resolution: metadata mismatch; doi, observed 2026-06-30T19:15:00.040457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 32339311-28f1-4872-9cf7-e9212fb6b92f · outbound

This paper cites A comprehensive survey on safe reinforcement learning.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management A comprehensive survey on safe reinforcement learning

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.095791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e13b68a7-0e44-4560-aa7a-38f66847334c · outbound

This paper cites doi: 10.1038/s41586-025-09422-z.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management doi: 10.1038/s41586-025-09422-z

Reference 12

Resolution: metadata mismatch; doi, observed 2026-06-30T19:15:00.043716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 10d85692-8bcb-4fa0-a42c-c4568b63404d · outbound

This paper cites Agentic llms in the supply chain: towards autonomous multi-agent consensus-seeking.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Agentic llms in the supply chain: towards autonomous multi-agent consensus-seeking

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.098282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 444796ee-b9bd-4223-9dd1-32bf88b3fa3b · outbound

This paper cites Byeongmok Kim, Jong Gwang Kim, and Seokcheon Lee.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Byeongmok Kim, Jong Gwang Kim, and Seokcheon Lee

Reference 14

Resolution: verified exact; doi, observed 2026-06-30T19:15:00.028502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4c54e82b-8e92-4fd3-92fd-64d7984ae117 · outbound

This paper cites Schmidt and L.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Schmidt and L

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T19:15:00.035079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ddb8500c-62ba-450f-8a09-8cb028dd89c6 · outbound

This paper cites Leveraging graph neural networks and multi-agent reinforcement learning for inventory control in supply chains.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Leveraging graph neural networks and multi-agent reinforcement learning for inventory control in supply chains

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.086215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d2520228-7910-4b0c-952d-ecd64ae2df8e · outbound

This paper cites an unresolved cited work.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-07-08T01:24:28.077340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a7c5a055-f07d-417a-9756-b23a43ebded1 · outbound

This paper cites an unresolved cited work.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Unresolved cited work

Reference 18

Resolution: verified exact; doi, observed 2026-06-30T19:15:00.030493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8f3e0b55-72f8-42fa-b68e-06ce5ececcc2 · outbound

This paper cites Calmon, and Flavio P.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Calmon, and Flavio P

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.075675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4f09aab9-01de-4092-85e9-570f5c773dca · outbound

This paper cites When supply chains become autonomous.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management When supply chains become autonomous

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.081260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 63b8564e-14c4-4ed6-bd95-c0e91b3bfe99 · outbound

This paper cites How generative ai improves supply chain management.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management How generative ai improves supply chain management

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.083784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b0acd934-8533-4e63-9963-22eef5ac1677 · outbound

This paper cites an unresolved cited work.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-07-08T01:24:28.088308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation cffdeff6-4294-410d-b33b-5ab67bdae697 · outbound

This paper cites InvAgent: A Large Language Model based Multi-Agent System for Inventory Management in Supply Chains.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management InvAgent: A Large Language Model based Multi-Agent System for Inventory Management in Supply Chains

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-06-30T19:15:01.127529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e470bdb8-43bd-4170-991c-19007f7f060b · outbound

This paper cites Herbert E.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Herbert E

Reference 24

Resolution: metadata mismatch; doi, observed 2026-06-30T19:14:59.997439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f16acf7c-f8ea-4146-a103-d2d07f5f987f · outbound

This paper cites an unresolved cited work.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-07-08T01:24:28.073494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 85989b75-b2b9-4c1f-b82b-cf3b634cc166 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Proximal Policy Optimization Algorithms

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-06-30T19:15:01.124694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 86a8dc73-6c16-4a17-b7c3-5aa42dc50d1c · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-06-30T19:15:01.122110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation aa02420f-19c3-40d6-b542-d8a5928b309d · outbound

This paper cites Silver, David F.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Silver, David F

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.071936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation cb518d40-a0a3-4983-976d-15094b4588e7 · outbound

This paper cites arXiv preprint arXiv:2304.04341 , year=.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management arXiv preprint arXiv:2304.04341 , year=

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T19:15:01.117853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 91c9369c-898a-4488-9394-01e4a2a5d6f5 · outbound

This paper cites Large Language Models for Supply Chain Decisions.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Large Language Models for Supply Chain Decisions

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T19:15:01.116714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3eec5b56-e802-41e6-904f-4baf48b42e7f · outbound

This paper cites A simple and optimal policy design with safety against heavy-tailed risk for stochastic bandits.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management A simple and optimal policy design with safety against heavy-tailed risk for stochastic bandits

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.070040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4d41f9ce-250e-430d-a6f4-3100b2f13ef7 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-06-30T19:15:01.119476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 23190b59-5d8a-4cf9-aede-aa2e29cccfc2 · outbound

This paper cites Jayashankar M.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Jayashankar M

Reference 33

Resolution: verified exact; doi, observed 2026-06-30T19:15:00.027433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 21a55a6c-a0c0-41e8-b5a7-aa6b992bfdf5 · outbound

This paper cites Xuezhi Wang, Jason Wei, Dale Schuurmans, Quoc Le, Ed Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Xuezhi Wang, Jason Wei, Dale Schuurmans, Quoc Le, Ed Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou

Reference 34

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T19:14:59.999367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 224ab4e5-d053-4fcf-ab47-e893c3c9fed8 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-06-30T19:15:01.120310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation be887704-0c95-4938-9470-b354d710dee3 · outbound

This paper cites Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-06-30T19:15:01.125803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 17cf12c4-b2bb-4fb4-b24d-3258f379d512 · outbound

This paper cites Multi-agent systems and foundation models enable autonomous supply chains: Opportunities and challenges.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Multi-agent systems and foundation models enable autonomous supply chains: Opportunities and challenges

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.068048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 507982b0-85a5-4fe8-8572-fc0b6634da36 · outbound

This paper cites On implementing autonomous supply chains: A multi-agent system approach.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management On implementing autonomous supply chains: A multi-agent system approach

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.090573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 78151b65-1b6e-4bec-b8c2-1c9f0922d775 · outbound

This paper cites Llms in supply chain management: Opportunities and a case study.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Llms in supply chain management: Opportunities and a case study

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.102398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 69a27ee8-9626-4b65-94ad-d705da09366d · outbound

This paper cites Adaptive variance inflation in thompson sampling: Efficiency, safety, robustness, and beyond.

Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management Adaptive variance inflation in thompson sampling: Efficiency, safety, robustness, and beyond

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T01:24:28.065966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Pith citing papers

Observation 249fcef9-f1e4-4985-893b-6ce6e7b1a5e5 · inbound

Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions cites this paper.

Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management

Reference 25

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T23:26:21.737327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation bbbb90a9-267e-445e-b0c3-9926f84ce0d5 · inbound

When Shippers Become Algorithms: Candidate Exposure, Information Design, and the Concentration of LLM-Mediated Freight Markets cites this paper.

When Shippers Become Algorithms: Candidate Exposure, Information Design, and the Concentration of LLM-Mediated Freight Markets Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T11:14:12.976549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74822197-9448-40c0-9786-d324919e502d · inbound

Two-Timescale Hierarchical Reinforcement Learning for Resilient Operations cites this paper.

Two-Timescale Hierarchical Reinforcement Learning for Resilient Operations Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management

Reference 104

Resolution: unresolved; no resolver link, observed 2026-07-30T22:14:20.514375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c46e8c24-411d-4a71-a8f2-7ad7cb01d397 · inbound

Agentic AI Autonomy Assessment: A Decision-Support Framework Towards Governed Supply Chain Systems cites this paper.

Agentic AI Autonomy Assessment: A Decision-Support Framework Towards Governed Supply Chain Systems Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-01T02:36:40.079946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.