Pith. sign in

Paper Citation Record · LEDGER

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing

As of 12 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2608.07148.

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

pith.paper-citation-record.v1
2608.07148 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T14:00:57.610116Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

45 of 45 outbound references displayed

  • verified exact6
  • verified fuzzy3
  • unresolved30
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5baf803e-daf2-4a30-b8c0-b2f01a2f7b3a · outbound

This paper cites Ajay Bandi, Bhavani Kongari, Roshini Naguru, Sahitya Pasnoor, and Sri Vidya Vilipala.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Ajay Bandi, Bhavani Kongari, Roshini Naguru, Sahitya Pasnoor, and Sri Vidya Vilipala

Reference 3

Resolution
verified exact
doi, observed 2026-08-10T14:00:57.720273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T14:00:57.402374Z digest=sha256:be86da1d6d412619153e68f3aea5569b9a3e1cb06b1bffd09e25876553b1e905

Observation f39560d8-ab10-495e-90d5-f0a375fc7299 · outbound

This paper cites MARLIN: Multi-Agent Reinforcement Learning Guided by Language-Based Inter-Robot Negotiation.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing MARLIN: Multi-Agent Reinforcement Learning Guided by Language-Based Inter-Robot Negotiation

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.439071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.439071Z digest=sha256:dcc137d645005855c73f19dd4e0ac584038870c9aa2261acff993ea93409b0dd

Observation 19cf70f1-6119-4860-a9ed-81e98a0cc688 · outbound

This paper cites Embodied LLM Agents Learn to Cooperate in Organized Teams.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Embodied LLM Agents Learn to Cooperate in Organized Teams

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.444343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.444343Z digest=sha256:eedb30da55c6262e4c59387f2df9e5d5ed280778dddaa43f36948cc4c1b6fe4d

Observation 4298cffd-a043-495a-bffc-4b479339523f · outbound

This paper cites Advancing Language Multi-Agent Learning with Credit Re-Assignment for Interactive Environment Generalization.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Advancing Language Multi-Agent Learning with Credit Re-Assignment for Interactive Environment Generalization

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.449064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.449064Z digest=sha256:516b4c8db023a58b08d7c01a69cafbc26b1b08f48728e1814b7eb590791eb966

Observation 45cc5927-d1ad-4707-8f2e-f605fb7186e4 · outbound

This paper cites How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.454181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.454181Z digest=sha256:59cbea0a31a0f702aefd2b74c252175675821afeabdffebf508bed9540d97b55

Observation 9b34a9b2-789a-4ba6-b53d-53d89c8375a6 · outbound

This paper cites Agentic LLMs in the Supply Chain: Towards Autonomous Multi-Agent Consensus-Seeking.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Agentic LLMs in the Supply Chain: Towards Autonomous Multi-Agent Consensus-Seeking

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.459346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.459346Z digest=sha256:1cfe66e501df23e5577e9a120a832de460fc94bf300a5b8c5dbcb1a050df5cac

Observation 8021ff3f-a49f-475b-84a7-68005f0d094b · outbound

This paper cites TalkToAgent: A Human-centric Explanation of Reinforcement Learning Agents with Large Language Models.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing TalkToAgent: A Human-centric Explanation of Reinforcement Learning Agents with Large Language Models

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-10T14:00:58.600553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T14:00:57.469019Z digest=sha256:e62a9edd6358896d3bd12a473c666da54ca67a2cdb09cd873920c38dcc3c725b

Observation 5e9667a1-d0cc-4a54-bcb7-6ccbeaf7a2e4 · outbound

This paper cites Camel: Communicative agents for mind exploration of large language model society.Advances in Neural Information Processing Systems, 36, 2023a.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Camel: Communicative agents for mind exploration of large language model society.Advances in Neural Information Processing Systems, 36, 2023a

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.478875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.478875Z digest=sha256:417ca332a4074e1a96e88868882f1fde858f8bf87f1f7e7b0965e13a970fef1b

Observation bba06663-796f-441a-b967-c7d8caf0ef94 · outbound

This paper cites Zhemin Li, Ruobing Zhang, Zhengming Wang, Zheng Xie, and Yiping Song.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Zhemin Li, Ruobing Zhang, Zhengming Wang, Zheng Xie, and Yiping Song

Reference 19

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T14:00:58.560688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T14:00:57.483765Z digest=sha256:5a0fbcde898926cc9ba3efed0719927b57f2a523466f0b421a3136c266642609

Observation a55bd3d2-f34c-4203-b0fb-bf7f322927b4 · outbound

This paper cites A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.488337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.488337Z digest=sha256:58549fd0cd206d2d3fb9d929cba655731d4243aad450a0205612cdbb6b487b31

Observation 47ea20b3-265c-4457-9d9b-42e771558361 · outbound

This paper cites arXiv:2507.14995, early access.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing arXiv:2507.14995, early access

Reference 21

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T14:00:58.449094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T14:00:57.493433Z digest=sha256:9b6a175692cd5eefca4befc9258c710236fdbf5febe0311cc74347b176e0898d

Observation 7d62aa53-facc-49df-b70d-4b19611d9c5d · outbound

This paper cites Eureka: Human-Level Reward Design via Coding Large Language Models.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Eureka: Human-Level Reward Design via Coding Large Language Models

Reference 22

Resolution
malformed identifier
no resolver link, observed 2026-08-10T14:00:57.498175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.498175Z digest=sha256:fda575141897dbc349108ad06faa693750be750ea1a2c9742c9ee83367cd3904

Observation 3c78565f-e685-4545-bc56-87ba44375a07 · outbound

This paper cites A Survey of Continual Reinforcement Learning.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing A Survey of Continual Reinforcement Learning

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.517509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.517509Z digest=sha256:b0e82ada58edf6bd461fe6f1da70f99fe8022aa04b318d54a1d26f8f804db1c8

Observation 989f3f46-c658-4d38-b37f-6d27c88ec22b · outbound

This paper cites In-Beom Park, Jaeseok Huh, Joongkyun Kim, and Jonghun Park.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing In-Beom Park, Jaeseok Huh, Joongkyun Kim, and Jonghun Park

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.522790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.522790Z digest=sha256:82d47fe8621a2ff806d6db3cec00f9e0b6efc77268ffed386d3e849ca3a5b6eb

Observation c5f4c7fc-3ccb-4513-9ca2-fd62022f7dfe · outbound

This paper cites REFINER: Reasoning Feedback on Intermediate Representations.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing REFINER: Reasoning Feedback on Intermediate Representations

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.527535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.527535Z digest=sha256:2f29a0eacf40b42f0c0bee214813adf27219e491f9dd54e7558699eb689f4c85

Observation 33802b01-eb43-4f7c-b351-e3ab2fc8673c · outbound

This paper cites ADaPT: As-Needed Decomposition and Planning with Language Models.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing ADaPT: As-Needed Decomposition and Planning with Language Models

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.532294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.532294Z digest=sha256:18c3b3b0a351f15025f112c995d4137c8f3dae89648c7b8779cc8fa03cfb8cb3

Observation 387448f7-49ad-4bc5-aedc-c3cc37ab22dd · outbound

This paper cites A negotiation-based multi-agent reinforcement learn- ing approach for dynamic scheduling of reconfigurable manufacturing systems.arXiv preprint arXiv:2511.07707,.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing A negotiation-based multi-agent reinforcement learn- ing approach for dynamic scheduling of reconfigurable manufacturing systems.arXiv preprint arXiv:2511.07707,

Reference 30

Resolution
verified exact
raw_fallback, observed 2026-08-10T14:00:58.260836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T14:00:57.537043Z digest=sha256:323bfdb8b0dcc2104026d82a13b1729d6623271bfc352b737fe9520a5f23d3db

Observation 5326aa83-15f0-4c7d-bddf-b0b1d94e0a5a · outbound

This paper cites Retrieval-Augmented Generation: A Comprehensive Survey of Architectures, Enhancements, and Robustness Frontiers.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Retrieval-Augmented Generation: A Comprehensive Survey of Architectures, Enhancements, and Robustness Frontiers

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.541605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.541605Z digest=sha256:6efd0c4edaabd15c8f77b3d0ae4b832a25c3104d361c8861fd69c7cd03956ee7

Observation af0f901d-63e3-437d-8aaf-44a05f9fdcb4 · outbound

This paper cites LLM-based Multi-Agent Reinforcement Learning: Current and Future Directions.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing LLM-based Multi-Agent Reinforcement Learning: Current and Future Directions

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.546457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.546457Z digest=sha256:5f27ed36e0e9943f6351ef214a3b66f36341b3ec162628f407bde416383beda8

Observation c70f1d1a-5f7d-43ff-ad08-7fcb96761f21 · outbound

This paper cites Value-decomposition networks for cooperative multi-agent learning based on team reward.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Value-decomposition networks for cooperative multi-agent learning based on team reward

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:00:58.938133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T14:00:57.551061Z digest=sha256:54912619ee78ce96d9d5084cb59d81ba2921daa3c1fb07a5ea3dd15da2726e1f

Observation a3a709ee-21e4-46bf-bbf4-f7e4fe5c9490 · outbound

This paper cites Tristan Tomilin, Luka van den Boogaard, Samuel Garcin, Constantin Ruhdorfer, Bram Grooten, Andreas Bulling, Mykola Pechenizkiy, and Meng Fang.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Tristan Tomilin, Luka van den Boogaard, Samuel Garcin, Constantin Ruhdorfer, Bram Grooten, Andreas Bulling, Mykola Pechenizkiy, and Meng Fang

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.556011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.556011Z digest=sha256:77782b23be73ca3bf600375192f2ad1312fae3307a3d991b747427a42c69b966

Observation 3ba66a60-7353-4799-b933-2602326760b4 · outbound

This paper cites Jianhao Wang, Zhizhou Ren, Terry Liu, Yang Yu, and Chongjie Zhang.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Jianhao Wang, Zhizhou Ren, Terry Liu, Yang Yu, and Chongjie Zhang

Reference 35

Resolution
verified exact
doi, observed 2026-08-10T14:00:57.677328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T14:00:57.560805Z digest=sha256:1711816d022b1b6e7dec63a1c042e457ccf103d145953ff782f8da4d23710860

Observation eecfbd02-9a46-4a7d-8b81-de0ba806a7ec · outbound

This paper cites Real-time decision support with reinforcement learning for dynamic flowshop scheduling.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Real-time decision support with reinforcement learning for dynamic flowshop scheduling

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:00:58.921494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T14:00:57.565592Z digest=sha256:1c38258b3abde64707e95ece8d84f3dfadbeecc30d002626e470bd563d2fe401

Observation 96e950b1-e761-4567-9fd7-b244dbd329e6 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.570520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.570520Z digest=sha256:485b6da80c28c0748727c2500f3f4cadf3b9d2047e9fc3a6238c5b934b3bee76

Observation 3adadb00-0a3a-4261-834e-9934c7b85214 · outbound

This paper cites Text2Reward: Reward Shaping with Language Models for Reinforcement Learning.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Text2Reward: Reward Shaping with Language Models for Reinforcement Learning

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.575235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.575235Z digest=sha256:87538f4b5c4bad96f4d3d9ed2409137c4bbe4c761fd8a7547f1b0265c6c07d55

Observation 4ad0695f-8a11-4411-ab9d-26f7424abcb8 · outbound

This paper cites Llm- upgraded graph reinforcement learning for carbon-aware job scheduling in smart manufacturing.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Llm- upgraded graph reinforcement learning for carbon-aware job scheduling in smart manufacturing

Reference 39

Resolution
verified exact
raw_fallback, observed 2026-08-10T14:00:58.068434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T14:00:57.580844Z digest=sha256:ac0f9ad9f0033a12fa2686ff617525c2819afea623b552e392b4545da1957cab

Observation 05bd4695-e8c1-4dcf-9e0c-d9b464440a63 · outbound

This paper cites Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik R Narasimhan, and Yuan Cao.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik R Narasimhan, and Yuan Cao

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.585403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.585403Z digest=sha256:003d2b377f43b04e85a5cf6bfd5b4fbdef58d2cab007dc8b42a65e95fc874153

Observation 27bcb577-5eb7-47f6-90bd-d7dd29892a62 · outbound

This paper cites Co-NavGPT: Multi-Robot Cooperative Visual Semantic Navigation Using Vision Language Models.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Co-NavGPT: Multi-Robot Cooperative Visual Semantic Navigation Using Vision Language Models

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.589780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.589780Z digest=sha256:97f12d0a34f2912444340b6c56f51a13bc780700b442174105974de416656631

Observation 84860cc7-b092-41ee-add8-99374dc90ba9 · outbound

This paper cites Empirical Challenge for NC Theory.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Empirical Challenge for NC Theory

Reference 42

Resolution
metadata mismatch
local_arxiv, observed 2026-08-10T14:00:57.883547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T14:00:57.594846Z digest=sha256:8648b9beebc9e696e9038f45d0d152e2a23224ecccc89b88ac80f698120d4a36

Observation e11fddd8-0ffb-47e8-99c4-0dbb4fbb8e39 · outbound

This paper cites CoLLMLight: Cooperative Large Language Model Agents for Network-Wide Traffic Signal Control.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing CoLLMLight: Cooperative Large Language Model Agents for Network-Wide Traffic Signal Control

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.599765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.599765Z digest=sha256:3004f65b2e16257ac444771c45d7b653ff53c185570b22a783a673daa55a5d9f

Observation 6edd1422-922c-418d-bfaf-3fec9d9dfb72 · outbound

This paper cites Yuan Zhuang, Yi Shen, Zhili Zhang, Yuxiao Chen, and Fei Miao.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Yuan Zhuang, Yi Shen, Zhili Zhang, Yuxiao Chen, and Fei Miao

Reference 44

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T14:00:57.845056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T14:00:57.604508Z digest=sha256:9510da85391305de0048a3eb7b34d58c60173e2288f1b64ff8a493581be6e2be

Observation 7693900d-b417-45f1-a6ac-9636e265d75a · outbound

This paper cites YOLO-MARL: You Only LLM Once for Multi-Agent Reinforcement Learning.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing YOLO-MARL: You Only LLM Once for Multi-Agent Reinforcement Learning

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.610116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.610116Z digest=sha256:90dcb3acbe369165787c5bd6c3661b16a40d55d117f00d991872fcc34e922579

Observation ff386370-d226-41f3-ae18-aa9ad8783269 · outbound

This paper cites SMART-LLM: Smart Multi-Agent Robot Task Planning using Large Language Models.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing SMART-LLM: Smart Multi-Agent Robot Task Planning using Large Language Models

Reference 1998

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.464215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.464215Z digest=sha256:7f5a1ea24532fb3c27c7cd47e17fb90731c810484503a7172c7a45ce0e540152

Observation 995589c0-79b6-4e25-bb30-4b543a086e99 · outbound

This paper cites Reflecsched: Solving dynamic flexible job-shop scheduling via llm-powered hierarchical reflection.arXiv preprint arXiv:2508.01724,.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Reflecsched: Solving dynamic flexible job-shop scheduling via llm-powered hierarchical reflection.arXiv preprint arXiv:2508.01724,

Reference 2010

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.418796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.418796Z digest=sha256:4bbeb6c913c14c73be4bbd5413992fff4bc14b06b7b732740d044d3ad92b8d04

Observation a34b7ecc-bfa6-4b2f-aa35-d964395db748 · outbound

This paper cites Asynchronous methods for deep reinforcement learning.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Asynchronous methods for deep reinforcement learning

Reference 2015

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:00:58.952867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T14:00:57.508152Z digest=sha256:deb1acb0fedd2cb54964b08f162cb3d498016633b0eb7c082756c1e5ae0b5920

Observation f5469bed-fdac-404f-b89b-65ee457d8582 · outbound

This paper cites REX: Rapid Exploration and eXploitation for AI Agents.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing REX: Rapid Exploration and eXploitation for AI Agents

Reference 2016

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.512798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.512798Z digest=sha256:052836e083b972f44d6e6f9618257737d9fce0a3c1251f7dbbe599ba72ccc8df

Observation 72d2268e-5a63-4ff3-bea6-71bd67becc72 · outbound

This paper cites Multi-Agent Consensus Seeking via Large Language Models.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Multi-Agent Consensus Seeking via Large Language Models

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.429232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.429232Z digest=sha256:7a67b70d81db7f4c6074dc3c5fdc16fcd53e55f2d41a9c0e40cdb31b6243b844

Observation 68744661-82f7-4e0d-bb1f-fa33c3cc073e · outbound

This paper cites GR00T N1: An Open Foundation Model for Generalist Humanoid Robots.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing GR00T N1: An Open Foundation Model for Generalist Humanoid Robots

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.407552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.407552Z digest=sha256:d6b9c14671672944d774408e413e124503bdd163cb3b564e5d6d974514ce0e1f

Observation 13a194b1-daae-45a7-807c-4143ae41a54f · outbound

This paper cites RoCo: Dialectic Multi-Robot Collaboration with Large Language Models.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing RoCo: Dialectic Multi-Robot Collaboration with Large Language Models

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.503167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.503167Z digest=sha256:8b55acd7b1ba041afdc718fdd37016ec8e4db582526ea025436f5cae21518e9d

Observation db4e7d24-f182-4be9-a0b8-d6cb954a6dd5 · outbound

This paper cites Scalable Multi-Agent Reinforcement Learning for Warehouse Logistics with Robotic and Human Co-Workers.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Scalable Multi-Agent Reinforcement Learning for Warehouse Logistics with Robotic and Human Co-Workers

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.473854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.473854Z digest=sha256:ff06f0027be4e8d9ea624a171a4a4b020203585a204aa995ea40b7f7756def71

Observation ed4ccf52-0327-4f04-8ca6-ceb9d1edde6f · outbound

This paper cites 2022.1027340.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing 2022.1027340

Reference 2022

Resolution
malformed identifier
no resolver link, observed 2026-08-10T14:00:57.397276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.397276Z digest=sha256:d6cc193ddade628618672444d97902bfbfa323fec27e07bc590fe355d66f23bb

Observation b0e146bf-1129-4dd4-972a-dad878669ca4 · outbound

This paper cites an unresolved cited work.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Unresolved cited work

Reference 2023

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:00:58.977061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T14:00:57.434175Z digest=sha256:759a739e887b3805d9ab606d3ea24d79c251a64620d9dfaa0d5d4f95582644f4

Observation 5efe497d-234b-4978-974f-57322550dfbb · outbound

This paper cites Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.423613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.423613Z digest=sha256:9e9c8e3005188e6aa484d3bdb99f3aa1997e9ba219da13afa3dd84e107902cd8

Observation 72731c7e-abb4-4cf2-8db7-9c46a112b040 · outbound

This paper cites RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-10T14:00:57.413176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:00:57.413176Z digest=sha256:71b9f032964f55a13c308fc70b817a78aaff79bb3de42527ffdf434ec7296ce6

Observation 1d7172a2-6316-4bcd-b7d8-a4b61f25b7c8 · outbound

This paper cites LLM-Guided Communication for Cooperative Multi-Agent Reinforcement Learning.

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing LLM-Guided Communication for Cooperative Multi-Agent Reinforcement Learning

Reference 2026

Resolution
verified exact
local_arxiv, observed 2026-08-10T14:00:57.743128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T14:00:57.391550Z digest=sha256:a823876dd5e41bc2bcebfe2650e3ccc285d71a6e2cf8641714da21372cab756c

Pith citing papers

No inbound Pith citation observations are available.