Paper Citation Record · LEDGER

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

As of 11 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

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

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Unavailable: canonical work link unavailable.

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

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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

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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.

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.

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 2026-08-10T06:31:04.303077+00:00.

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.

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 2026-08-10T06:31:04.303077+00:00.

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

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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 2026-08-10T06:31:04.303077+00:00.

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.

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.

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.

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.

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.

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 2026-08-10T06:31:04.303077+00:00.

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.

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.

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 2026-08-10T06:31:04.303077+00:00.

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.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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.

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.

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 2026-08-10T06:31:04.303077+00:00.

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.

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.

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 2026-08-10T06:31:04.303077+00:00.

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.

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 2026-08-10T06:31:04.303077+00:00.

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

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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

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Unavailable: canonical work link unavailable.

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

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Unavailable: canonical work link unavailable.

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 2026-08-10T06:31:04.303077+00:00.

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.

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.

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.

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.

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.

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.

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 2026-08-10T06:31:04.303077+00:00.

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.

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.

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 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.