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Paper Citation Record · LEDGER

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination

As of 16 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 1 inbound Pith citation observation for arXiv:2504.19480.

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

pith.paper-citation-record.v1
2504.19480 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:58:10.189935Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T22:50:33.043828Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

64 of 64 outbound references displayed

  • verified exact1
  • verified fuzzy46
  • unresolved17
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9f231cbd-29de-420c-803a-0cef16eeffa2 · outbound

This paper cites Cooperative truck platooning trial on canadian public highway under commercial operation in winter driving conditions,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Cooperative truck platooning trial on canadian public highway under commercial operation in winter driving conditions,

Reference 1

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verified fuzzy
raw_fallback, observed 2026-08-16T05:58:11.154603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation abfc272f-4f41-47b3-9263-0ab56f66923a · outbound

This paper cites Results and issues of an automated truck platoon within the energy its project,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Results and issues of an automated truck platoon within the energy its project,

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-16T05:58:11.140446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 7b3f656f-bba1-4078-9a42-9b827f36516d · outbound

This paper cites Fuel- efficient en route formation of truck platoons,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Fuel- efficient en route formation of truck platoons,

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-16T05:58:11.126149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.927360Z digest=sha256:156a8d48ec88f876ee1905c44718bd060c9eaf7965e469dc54a84fd7d3e7c0f5

Observation 9c1d8518-6836-4c51-999d-360cec2be5fa · outbound

This paper cites Optimizing two-truck platooning with deadlines,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Optimizing two-truck platooning with deadlines,

Reference 4

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raw_fallback, observed 2026-08-16T05:58:11.111781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.932094Z digest=sha256:5480dbe67c748a1b97105f45efb2ff3247bf29df5c1760f3dc2718f766ec85c5

Observation 886d9574-3803-47bc-bd26-7e11e35b823b · outbound

This paper cites Optimal autonomous truck platooning with detours, nonlinear costs, and a platoon size constraint,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Optimal autonomous truck platooning with detours, nonlinear costs, and a platoon size constraint,

Reference 5

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raw_fallback, observed 2026-08-16T05:58:11.097420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.937142Z digest=sha256:bb66269c61900057195c3676ef76f236ad45d280c99ce5e2f4d99d1b575df04b

Observation 1f4b0b18-f6a8-4c9d-96f8-0a6b8ac8a981 · outbound

This paper cites A predictive framework for dynamic heavy-duty vehicle platoon coor- dination,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination A predictive framework for dynamic heavy-duty vehicle platoon coor- dination,

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-16T05:58:11.081284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.941693Z digest=sha256:9df428d776b09a19a9098d21c845263e4f6fa8043150b17da61485130b35b9f6

Observation 6b952a67-637a-4fe2-a5c7-90847ff4b769 · outbound

This paper cites Heavy-duty vehicle platoon formation for fuel efficiency,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Heavy-duty vehicle platoon formation for fuel efficiency,

Reference 7

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raw_fallback, observed 2026-08-16T05:58:11.067166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.946712Z digest=sha256:c1c1944e224dd24dbcd2cdd605e76e0543add11c6dc4e9c9e7b821a1c9d6b195

Observation c819adb8-24b6-49af-8187-6a12865ff5ed · outbound

This paper cites Optimizing vehicle route, schedule, and platoon formation considering time-dependent traffic congestion,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Optimizing vehicle route, schedule, and platoon formation considering time-dependent traffic congestion,

Reference 8

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raw_fallback, observed 2026-08-16T05:58:11.053173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.951231Z digest=sha256:16321bffb842cdf75261328b3edb4c3b7e86e772a6e45801fe326c1a69592a11

Observation b6c522e2-1e81-4b26-896b-4e2ea6fe369f · outbound

This paper cites Coalition formation and cost sharing for truck platooning,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Coalition formation and cost sharing for truck platooning,

Reference 9

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raw_fallback, observed 2026-08-16T05:58:11.040462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.955708Z digest=sha256:1bfc998527080d3d007391715ff0da21feb59db26b3292f2e09c72c9c0e9ee06

Observation b98a53f5-ca15-4bbc-88f3-436565afa510 · outbound

This paper cites Large-scale multi-fleet platoon coordination: A dynamic programming approach,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Large-scale multi-fleet platoon coordination: A dynamic programming approach,

Reference 10

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raw_fallback, observed 2026-08-16T05:58:11.027276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.959971Z digest=sha256:dc6b03dde621d2034a90db16330d8665a91df762ca01e6c5e0ed28c7faa0c0b2

Observation d4e9e3df-ca1b-4b62-b2d3-f206201614db · outbound

This paper cites The vehicle platooning problem: Computational complexity and heuristics,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination The vehicle platooning problem: Computational complexity and heuristics,

Reference 11

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raw_fallback, observed 2026-08-16T05:58:11.012506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.964361Z digest=sha256:982bc7631ca88f7b9eefdf0da910c60355797467c07ad26c282c7ea578a9022a

Observation 88252592-8c2e-4148-bce6-3fa87466ed0d · outbound

This paper cites Efficient dynamic programming solution to a platoon coordination merge problem with stochastic travel times,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Efficient dynamic programming solution to a platoon coordination merge problem with stochastic travel times,

Reference 12

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raw_fallback, observed 2026-08-16T05:58:10.998452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.968893Z digest=sha256:04a4d4545761260ebe6405c0f7fb8ac7d039709a3d6ed9d30dc76b63bf44b067

Observation ca39e235-aa59-4f7b-b6b6-51e617592f07 · outbound

This paper cites An approximate dynamic programming approach to vehicle platooning coordination in networks,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination An approximate dynamic programming approach to vehicle platooning coordination in networks,

Reference 13

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verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.984473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.973543Z digest=sha256:927576adb8a53a01d8755bd7dbfe14b327654ee02cda50ab6c23ee83f697b541

Observation 3ebb70b1-7e31-499f-8514-c8ee3867a995 · outbound

This paper cites Event- triggered distributed model predictive control for platoon coordination at hubs in a transport system,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Event- triggered distributed model predictive control for platoon coordination at hubs in a transport system,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.970610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.978254Z digest=sha256:0fd22fdd85bfdcd6a407d4350cb1da00b2e7cad14d78e8fc3b2284ef5be5d029

Observation 1317f744-85f7-4f1d-9566-d4fb3b856604 · outbound

This paper cites Towards cooperative driving among heterogeneous cavs: A safe multi-agent reinforcement learning approach,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Towards cooperative driving among heterogeneous cavs: A safe multi-agent reinforcement learning approach,

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.956331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.982364Z digest=sha256:0dca752b87c615d120e751071623615a728338a1866df7404ecb5a0d37565315

Observation 8d01c438-f572-4b76-a520-efb4beb410ad · outbound

This paper cites Optimal coordination of platoons of connected and automated vehicles at signal- free intersections,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Optimal coordination of platoons of connected and automated vehicles at signal- free intersections,

Reference 16

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raw_fallback, observed 2026-08-16T05:58:10.941766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.986726Z digest=sha256:abb050b0f39bf1b727be87b103533550343cb90b4c2dca5526951fa4810c2d09

Observation 1ae1dfba-3f16-4a23-ad82-24c1e2157eeb · outbound

This paper cites Heterogeneous multi-agent reinforcement learning based on adaptive curiosity for traffic signal control,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Heterogeneous multi-agent reinforcement learning based on adaptive curiosity for traffic signal control,

Reference 17

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raw_fallback, observed 2026-08-16T05:58:10.925431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.990799Z digest=sha256:1cfb4a4d92d04d52558f4bb11bdcc87dd16ad635b663f1925b6b892677fea1a8

Observation 0760d849-8f7b-4623-99f3-9505a58025b8 · outbound

This paper cites Multi-agent deep reinforcement learning for large-scale platoon coordination with partial information at hubs,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Multi-agent deep reinforcement learning for large-scale platoon coordination with partial information at hubs,

Reference 18

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raw_fallback, observed 2026-08-16T05:58:10.911695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.994783Z digest=sha256:7a673c6736a0e514cdff200e20ec8948e62b6ed66f96d6e95371e82d6b1b36d8

Observation 0bc650be-7b29-4f4e-9a21-662c000c7b7c · outbound

This paper cites Where do rewards come from,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Where do rewards come from,

Reference 19

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raw_fallback, observed 2026-08-16T05:58:10.899204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:09.998896Z digest=sha256:37489c0031f83927833cf5d30d9aecd1c2985b414e1870cdb05d39a213d3746a

Observation 81585484-6771-4a7f-8f64-19ab3b45f657 · outbound

This paper cites an unresolved cited work.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Unresolved cited work

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.002959Z digest=sha256:5b330e32ba8cd4a13129724cd79958380b36a217f2e64f7d3bac1ed0ad4ce506

Observation 1fae9cfa-1237-420c-b8d2-317486e4bd6e · outbound

This paper cites Hub-based platoon formation: Optimal release policies and ap- proximate solutions,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Hub-based platoon formation: Optimal release policies and ap- proximate solutions,

Reference 21

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raw_fallback, observed 2026-08-16T05:58:10.871696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.007135Z digest=sha256:a65c7084282d6b70593d069b77fb85fade9c387f874e3585c8b0bb415975c145

Observation ee5f5b55-626f-47cb-bc27-1b6822391adc · outbound

This paper cites The perils of trial-and-error reward design: misdesign through overfitting and invalid task specifications,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination The perils of trial-and-error reward design: misdesign through overfitting and invalid task specifications,

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.011362Z digest=sha256:596373998c6a9ae907fdbde3d1566e268b623e1db1af52e5cd603bde14b13ab5

Observation 32457567-e2c1-401e-82a3-0e8b57fea2ad · outbound

This paper cites Language to rewards for robotic skill synthesis,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Language to rewards for robotic skill synthesis,

Reference 23

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raw_fallback, observed 2026-08-16T05:58:10.848572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.015476Z digest=sha256:132ccc481fdce52e8a42e85678a4c10287eebce81cb4a6fff858a408aeff50cc

Observation c956b3a8-ba02-49bb-b2e4-21d745d73a2f · outbound

This paper cites Eureka: Human-level reward design via coding large language models,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Eureka: Human-level reward design via coding large language models,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.833754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.019773Z digest=sha256:bbc03489b9d0d1314daa2d01c5cbe4c7b335bca3ea0342c10c983f5e5a1daced

Observation ba71d582-5f6e-476a-aadc-3895f6745359 · outbound

This paper cites Auto mc-reward: Automated dense reward design with large language models for minecraft,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Auto mc-reward: Automated dense reward design with large language models for minecraft,

Reference 25

Resolution
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no resolver link, observed 2026-08-16T05:58:10.024212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.024212Z digest=sha256:ef59d2e29b8b6a257c6935bb5aa243dd7c78dc9ef90009de996092c85404865c

Observation a0b0074e-9dd7-4017-a133-acc725747d57 · outbound

This paper cites Text2reward: Reward shaping with language models for reinforcement learning,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Text2reward: Reward shaping with language models for reinforcement learning,

Reference 26

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verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.809509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.028082Z digest=sha256:8cf806b3d1ba2a66d796b85ab6fce66601a2614208470659fcf18d115f8f87d3

Observation 4d50e2b8-615b-4f1f-89bb-7455eac051cb · outbound

This paper cites Autoreward: Closed-loop reward design with large language models for autonomous driving,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Autoreward: Closed-loop reward design with large language models for autonomous driving,

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.031943Z digest=sha256:b1d296a1f72334d04fbc9e969e983d3b3d5498ef93d0ff2875792f51769ef174

Observation c9b24adf-5592-44c2-b042-f877dee52fdf · outbound

This paper cites Towards mitigating llm hallucination via self reflection,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Towards mitigating llm hallucination via self reflection,

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.035807Z digest=sha256:e3d2153f3dfb9c9f4f42d388a85415f1667ce0e323170c14e365e9c3e79c9411

Observation d2348686-6a27-451f-a646-f4998462e7ac · outbound

This paper cites Exploring and evaluating hallucinations in llm-powered code generation,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Exploring and evaluating hallucinations in llm-powered code generation,

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.039554Z digest=sha256:953cf04144c4912a0bda40d4657c130ee1d1680aded48668a208a97ca10ffed3

Observation 32a4df01-e6f0-464d-afd4-c82f4461f11b · outbound

This paper cites LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.043364Z digest=sha256:39090205864d329a69d22ebf41a76b5570ffa47bc9845ac64913a43038396a35

Observation 2d94f594-0ac8-4c2a-aff3-c1d81d109122 · outbound

This paper cites A Large Language Model-Driven Reward Design Framework via Dynamic Feedback for Reinforcement Learning.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination A Large Language Model-Driven Reward Design Framework via Dynamic Feedback for Reinforcement Learning

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.047295Z digest=sha256:0612e9e7f8caca28318f100f22b3cdfc3abb656eb8bb462f4ea2233c2652a51d

Observation e70d582c-efd8-400c-8782-eef441009161 · outbound

This paper cites An overview on approaches for coordination of platoons,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination An overview on approaches for coordination of platoons,

Reference 32

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raw_fallback, observed 2026-08-16T05:58:10.775887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.051186Z digest=sha256:666b9c1634468f47de8536af4ceae9aceb3eb70609660c9481ff446d1447c740

Observation c2904900-e9ec-41da-9eea-3599fe097eb9 · outbound

This paper cites Coordinated route optimization for heavy-duty vehicle platoons,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Coordinated route optimization for heavy-duty vehicle platoons,

Reference 33

Resolution
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raw_fallback, observed 2026-08-16T05:58:10.761769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.055526Z digest=sha256:ec2ceedb953730450e0a620e8d52938c0fbca27e315613d9e2468f7853c2e3e6

Observation d6fd461d-9f1c-49f2-8367-85a49a71cbe0 · outbound

This paper cites When is it fuel efficient for a heavy duty vehicle to catch up with a platoon?.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination When is it fuel efficient for a heavy duty vehicle to catch up with a platoon?

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.748299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.059546Z digest=sha256:23c5a4d4055a443cea5c69586b96f75b63d7b615886468d6987dba1a0dfc5355

Observation 23220f32-2af0-4241-8915-690e7938aa9e · outbound

This paper cites Fuel-optimal centralized coordination of truck platooning based on shortest paths,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Fuel-optimal centralized coordination of truck platooning based on shortest paths,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.734935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.063981Z digest=sha256:a4a18c15f0597079706bacb434e4c1efe5d61d62b6e1c0e6bbfa7d60d6efb9ab

Observation c3fbe042-e7b8-4a9f-b30b-b9e8435fdedc · outbound

This paper cites Freight transport platoon coor- dination and departure time scheduling under travel time uncertainty,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Freight transport platoon coor- dination and departure time scheduling under travel time uncertainty,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.722343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.068499Z digest=sha256:26f7aaae637858f15d866da1a07cc6493049f62e69f78f56f4dd740eaf51d8f8

Observation e656c29a-8dfa-4633-973e-3033cfdf4123 · outbound

This paper cites Multi- fleet platoon matching: A game-theoretic approach,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Multi- fleet platoon matching: A game-theoretic approach,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.708558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.072453Z digest=sha256:f12bb0f75b6644a43ae20146da264a2c1297305162d95ffeb6bf3674ceef3ddb

Observation 78a133d5-7efa-4a92-922e-ff81978ccdae · outbound

This paper cites The identical-path truck platooning problem,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination The identical-path truck platooning problem,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.694552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.076924Z digest=sha256:fa2608fb2b76cc96c8d04494b6ac787c0849e70f702ab37ae84d65a22b01af9f

Observation 7cd237a7-4cb3-43ec-b76b-2db6073d7c11 · outbound

This paper cites Strate- gic hub-based platoon coordination under uncertain travel times,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Strate- gic hub-based platoon coordination under uncertain travel times,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.680143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.081399Z digest=sha256:ab4e2983a1d667339644f33a67c3443b29f9193c93287ae479c1a1c89f21501d

Observation 8ed4ac4d-df32-413c-aa5e-c1ef77ec9ffa · outbound

This paper cites Platoon cooperation across carriers: From system architecture to coordination,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Platoon cooperation across carriers: From system architecture to coordination,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.665055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.085590Z digest=sha256:848478b18e3bf3bf49ed925679551b1bf551f6416acb7b54dafa5a735a26bc28

Observation 31c3aa0d-a188-482c-a946-c2cc43498922 · outbound

This paper cites Truck routing and platooning optimization considering drivers’ mandatory breaks,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Truck routing and platooning optimization considering drivers’ mandatory breaks,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.651374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.089771Z digest=sha256:199b33b8f847aa867670d5687cbde26d622809a34489ca058914e7f59aab3b38

Observation 86df7bd3-c9ce-42c0-98a3-d2bfd56ee932 · outbound

This paper cites Platoon coordination with time windows: an operational perspective,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Platoon coordination with time windows: an operational perspective,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.638557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.094408Z digest=sha256:cd089db92c09ebc36aba76a5e0f1855b8fe6f927a427ec39e79f690300786ebd

Observation e6fbaa6b-b575-4758-b0be-e0b30b62859e · outbound

This paper cites Multi-agent deep reinforcement learning for large-scale traffic signal control,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Multi-agent deep reinforcement learning for large-scale traffic signal control,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.625692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.098560Z digest=sha256:6e1e00853fe8f330058e6817bf435b40d8bad6e71944233e9fa156daba0b250d

Observation a4c09236-4dd5-4977-8356-3b7eb56ed8de · outbound

This paper cites Unpacking reward shaping: Understanding the benefits of reward engineering on sample complexity,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Unpacking reward shaping: Understanding the benefits of reward engineering on sample complexity,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.613549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.103211Z digest=sha256:ae6c63f2ea6c0cff50b8dc45bb80d2c4fcfdee01184e9be93437bded9a6e42e4

Observation 394ba6ee-bfe2-4482-9fca-2167a04c6ed7 · outbound

This paper cites Reinforcement learning in robotics: A survey,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Reinforcement learning in robotics: A survey,

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-16T05:58:10.107240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.107240Z digest=sha256:e889a52ba915dcbb898fcb291b733ef9b5743859b6f41d9761b8c2e1f9828f4b

Observation e9458fab-8b2d-489b-a7ca-85a4ec32a1b8 · outbound

This paper cites Deep reinforcement learning: A brief survey,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Deep reinforcement learning: A brief survey,

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-16T05:58:10.111449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.111449Z digest=sha256:860ffef329dc8a436ef48ed4bd95c7a9eb3c03f753e78fb60aa0b3750bfbe3b3

Observation 7a403812-11d6-4399-b026-15c97329c3e1 · outbound

This paper cites Reinforcement learning in robotic applications: a comprehensive survey,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Reinforcement learning in robotic applications: a comprehensive survey,

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-16T05:58:10.115813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.115813Z digest=sha256:d45f3f37e0997aeda61aa73bf98bd0292884f8127879f2bc4058f7714b893014

Observation c6120854-2460-4211-84c3-271c57b2586f · outbound

This paper cites Reward function design in reinforcement learning,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Reward function design in reinforcement learning,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.576306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.119995Z digest=sha256:6acc5bf8a683dc00d87c8c7ea65cc67b9f76806869767c9e511266f582108298

Observation 40fdeea8-e618-4d45-8ebf-6ddb6aadfbea · outbound

This paper cites Com- prehensive overview of reward engineering and shaping in advancing reinforcement learning applications,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Com- prehensive overview of reward engineering and shaping in advancing reinforcement learning applications,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.562894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.124034Z digest=sha256:60835ef94039e2ef72dcb445e5e8f49bcc497eb16506707b8bb45d85a3a991a7

Observation 7ec989ee-6bbf-4b3f-a9b8-e950b2ace3d3 · outbound

This paper cites Algorithms for inverse reinforcement learning.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Algorithms for inverse reinforcement learning

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-16T05:58:10.128604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.128604Z digest=sha256:896c2f9d65a6d78094768434933cc9654761ebacb524ef3175932cd63415c177

Observation f216329a-208e-413a-bff9-9800c1d23f66 · outbound

This paper cites Apprenticeship learning via inverse rein- forcement learning,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Apprenticeship learning via inverse rein- forcement learning,

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-16T05:58:10.133010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.133010Z digest=sha256:c84c5001ec8abff5f684257c53ed45d3f139b5dac45ef1e9d5b35c6947544535

Observation 9ca3b8b4-ae14-49d9-abbd-30296912fcaf · outbound

This paper cites Maximum margin planning,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Maximum margin planning,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.532101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.137780Z digest=sha256:4c50545796d20f7a333f5e90e5681d9cc7f448c225fa5caa00eaf08ceddfe474

Observation da41a8aa-539a-48da-8f49-9b49bc442ed4 · outbound

This paper cites A game-theoretic approach to appren- ticeship learning,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination A game-theoretic approach to appren- ticeship learning,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.518529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.142122Z digest=sha256:01f44bb76d9d4877a81757c70cc41a87bb044114235133c1dd0fb4fcd1088c36

Observation 237a7ca6-d5fe-46e6-872a-f2be3b37a681 · outbound

This paper cites Maximum entropy inverse reinforcement learning.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Maximum entropy inverse reinforcement learning

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-16T05:58:10.146207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.146207Z digest=sha256:3bc3af94e3585fc9d3f4e6a10df91000623b661b9413691ece4926f7ce7f21ee

Observation 3b3eb1c2-6359-4ca7-a445-f2cbc78ff8be · outbound

This paper cites Learning hand-eye coordination for robotic grasping with deep learning and large- scale data collection,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Learning hand-eye coordination for robotic grasping with deep learning and large- scale data collection,

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-16T05:58:10.150467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.150467Z digest=sha256:d1127c107b10f84c93464b27bf7d0df48fdac52e8bbf0a958291d7ffe5e33422

Observation f9b6be44-1e58-4ffe-a342-d41fce1da95d · outbound

This paper cites Inverse reinforcement learning based approach for investigating optimal dynamic treatment regime,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Inverse reinforcement learning based approach for investigating optimal dynamic treatment regime,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.486192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.155417Z digest=sha256:421143ee8a6c937f6f08a11392f1c160bffa149eeace7d033aa27468e4549501

Observation 2ddc64a6-8d9e-4780-b590-e21204ed5e1c · outbound

This paper cites Model-free deep inverse reinforcement learning by logistic regression,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Model-free deep inverse reinforcement learning by logistic regression,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.471236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.159700Z digest=sha256:8c2eeb933b6d398e1018d7300049d9a858cd0036bdcf86b9a395b63225a58899

Observation 4353a5f9-7b17-4f75-89cc-f46628f6e20b · outbound

This paper cites End-to-end driving via conditional imitation learning,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination End-to-end driving via conditional imitation learning,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.457363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.163833Z digest=sha256:ea5514a201113e7440ee9eccd308eaea2df9363224c39e9319000588d00d20b7

Observation 24b4e1a6-2a99-4dcc-a7d3-08a80c3644ee · outbound

This paper cites Environmental benefits of vehicle platooning,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Environmental benefits of vehicle platooning,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.443087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.168346Z digest=sha256:bd08fdff25ed5fe68d6dcfdb53f6b25ed2789aa66bdcd1fe0f72101958027ef6

Observation c3a4e23e-db3b-4ad0-80cf-2c81c257f516 · outbound

This paper cites Eval- uation and testing of driver-assistive truck platooning: Phase 2 final results,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Eval- uation and testing of driver-assistive truck platooning: Phase 2 final results,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.428798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.173072Z digest=sha256:ef65854d51761a3189b139d2436f734809a36281369eb13fddf5650d38198b44

Observation 3aaa4e3a-5e0d-47ff-bd38-5948638229ab · outbound

This paper cites Approximate dynamic programming for platoon coordination under hours-of-service regulations,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Approximate dynamic programming for platoon coordination under hours-of-service regulations,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:58:10.414681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.177485Z digest=sha256:f8be3d615a2abbfdd1a7848cb2b26c3a976ab9800a329c60bcaf04dd14205679

Observation 19d74c3a-2585-402d-98da-ce723025ae29 · outbound

This paper cites Multi-agent deep reinforcement learning for distributed and autonomous platoon coordination via speed- regulation over large-scale transportation networks,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Multi-agent deep reinforcement learning for distributed and autonomous platoon coordination via speed- regulation over large-scale transportation networks,

Reference 62

Resolution
verified exact
raw_fallback, observed 2026-08-16T05:58:10.293934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:58:10.181617Z digest=sha256:1b1a9c54fbdcf9f87d95ff4293d510c16109153e992a55aaf84a09196ec594d4

Observation 9a0150e3-043b-424f-ba1d-4aac2ccb9dfe · outbound

This paper cites an unresolved cited work.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination Unresolved cited work

Reference 63

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unresolved
no resolver link, observed 2026-08-16T05:58:10.185845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.185845Z digest=sha256:4259d864084126caa253ffc38761373cb3b3e608731cb43f03ef8d2516cf4e35

Observation 97ef93d7-5cbd-41a7-8608-b4313ee3871b · outbound

This paper cites A survey on evaluation of large language models,.

An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination A survey on evaluation of large language models,

Reference 64

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unresolved
no resolver link, observed 2026-08-16T05:58:10.189935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:58:10.189935Z digest=sha256:a1f50cf5c2fd2c71fd87234904ef2d46b45afea34e0da5286da95a58f66fd5b6

Pith citing papers

Observation 1347ce62-0007-45f3-b96d-e33aa477df37 · inbound

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers cites this paper.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination

Reference 97

Resolution
unresolved
no resolver link, observed 2026-08-07T22:50:33.043828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:50:33.043828Z digest=sha256:7fe50b9684fbbe1f4044053ef363a3914600f9639d693776a0ad29c940f90cb1