Paper Citation Record · LEDGER

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning

As of 15 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2606.14130.

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

pith.paper-citation-record.v1
2606.14130 v2

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T07:38:02.368884Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

31 of 31 outbound references displayed

verified exact0
verified fuzzy0
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 13350f84-6c63-4ca9-8e78-9a411a429036 · outbound

This paper cites In: International conference on machine learning.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning In: International conference on machine learning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e29c13e6-9009-4cac-8837-a7fb7328ff45 · outbound

This paper cites Ai Communications35(4), 357–368 (2022).

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Ai Communications35(4), 357–368 (2022)

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

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Unavailable: canonical work link unavailable.

Observation beaae7df-7035-4fa7-a88d-981105ce3900 · outbound

This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning In: Proceedings of the AAAI Conference on Artificial Intelligence

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b53d76ff-d067-4485-a3a5-5320e6de434f · outbound

This paper cites MIT press (2008).

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning MIT press (2008)

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9556361-d69d-4feb-bb07-3285ab7efdb0 · outbound

This paper cites In: International Conference on Learning Representations.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning In: International Conference on Learning Representations

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6532db5-8d84-4628-9b83-116a35f21590 · outbound

This paper cites Compositional Shielding and Reinforcement Learning for Multi-Agent Systems.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Compositional Shielding and Reinforcement Learning for Multi-Agent Systems

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

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Unavailable: canonical work link unavailable.

Observation e91123b8-8222-4b1c-b8be-cbde0f6ef635 · outbound

This paper cites Advances in neural information processing systems33, 10707–10717 (2020).

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Advances in neural information processing systems33, 10707–10717 (2020)

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b2e67d2-63d4-4938-9fee-6a1bfda13a8b · outbound

This paper cites Is Independent Learning All You Need in the StarCraft Multi-Agent Challenge?.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Is Independent Learning All You Need in the StarCraft Multi-Agent Challenge?

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e227f1f0-6597-48a6-a836-f8d57b2feaa6 · outbound

This paper cites Current Robotics Reports2(2), 189–200 (2021).

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Current Robotics Reports2(2), 189–200 (2021)

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

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Unavailable: canonical work link unavailable.

Observation 58715aec-e8fa-453f-8e9c-cccddc6912f1 · outbound

This paper cites In: Proceedings of the 20th International Conference on Autonomous Agents and MultiAgent Systems.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning In: Proceedings of the 20th International Conference on Autonomous Agents and MultiAgent Systems

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a46c5ec-16ae-42ef-87f7-c4cb9553c5ce · outbound

This paper cites In: Proceedings of the 20th International Conference on Autonomous Agents and MultiAgent Systems.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning In: Proceedings of the 20th International Conference on Autonomous Agents and MultiAgent Systems

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef741810-8508-458e-9df2-59e6b2eb1646 · outbound

This paper cites In: International Conference on Learning Representations.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning In: International Conference on Learning Representations

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a3d3174-58a8-46d3-a2f7-867b27cf1903 · outbound

This paper cites In: International conference on algorithmic learning theory.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning In: International conference on algorithmic learning theory

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dc65085-740e-48c6-abb7-c15b25c0adb1 · outbound

This paper cites Advances in Neural Information Processing Systems36, 18964– 18993 (2023).

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Advances in Neural Information Processing Systems36, 18964– 18993 (2023)

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dab2450-60a2-4d88-bf0e-4dae8662fabc · outbound

This paper cites In: 2nd PASCAL Challenges Workshop.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning In: 2nd PASCAL Challenges Workshop

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5204a5f-73f2-452c-a2b5-89d7a0bb93ab · outbound

This paper cites Formal Methods in System Design 51(2), 332–361 (2017).

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Formal Methods in System Design 51(2), 332–361 (2017)

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

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Unavailable: canonical work link unavailable.

Observation c2252206-3930-41b2-a0b6-1f5367e55388 · outbound

This paper cites Formal methods in system design19(3), 291–314 (2001).

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Formal methods in system design19(3), 291–314 (2001)

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

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Observation 872b17f9-1d33-4c2b-8979-2d5ed0d5e718 · outbound

This paper cites In: Machine learning proceedings 1994, pp.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning In: Machine learning proceedings 1994, pp

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f0f97d2-5c07-41b5-b797-9eb235de46b4 · outbound

This paper cites Advances in Neural Information Processing Systems35, 13367–13379 (2022).

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Advances in Neural Information Processing Systems35, 13367–13379 (2022)

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aae6762b-4dee-47e6-9eb6-2393d646b7f8 · outbound

This paper cites Flatland-RL : Multi-Agent Reinforcement Learning on Trains.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Flatland-RL : Multi-Agent Reinforcement Learning on Trains

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b652c66-58f8-49d2-b7ac-07efb65f00d1 · outbound

This paper cites Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28c5d13d-3272-41e9-9be2-b80a28f75d58 · outbound

This paper cites John Wiley & Sons (2014).

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning John Wiley & Sons (2014)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 583306b6-69e6-4ae5-a628-2a1d184d3ea7 · outbound

This paper cites In: Safety and Security in Multiagent Systems: Research Results from 2004-2006, pp.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning In: Safety and Security in Multiagent Systems: Research Results from 2004-2006, pp

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 028c520e-f2f7-4761-8f10-5136d91e5819 · outbound

This paper cites Formal Aspects of Computing6(5), 495–511 (1994).

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Formal Aspects of Computing6(5), 495–511 (1994)

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae136284-df7c-49b7-a5ba-f44d31ef2b66 · outbound

This paper cites Value-Decomposition Networks For Cooperative Multi-Agent Learning.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Value-Decomposition Networks For Cooperative Multi-Agent Learning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a88d87cd-82b4-4cf7-ba4a-590c54fe59b3 · outbound

This paper cites MIT Press, Cambridge, MA (1998).

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning MIT Press, Cambridge, MA (1998)

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89935ef2-0707-4fa8-b8bd-afc64528e8c0 · outbound

This paper cites coopera- tive agents.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning coopera- tive agents

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 605244d1-63ce-4a61-a9d9-6e6cb77a3ba3 · outbound

This paper cites AI magazine29(1), 9–9 (2008).

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning AI magazine29(1), 9–9 (2008)

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2efe041a-0c8f-4998-8889-6c5dfa84dc7b · outbound

This paper cites Model-based Dynamic Shielding for Safe and Efficient Multi-Agent Reinforcement Learning.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Model-based Dynamic Shielding for Safe and Efficient Multi-Agent Reinforcement Learning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cd96549-b3b2-4302-b8d4-20168648f6b5 · outbound

This paper cites avoid the owner’s reserved route while the owner is still unconnected.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning avoid the owner’s reserved route while the owner is still unconnected

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

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Observation 2f30e5ea-980d-412c-ad26-01d4247c30e9 · outbound

This paper cites Warmup/dwell.

Contract-Based Compositional Shielding for Safe Multi-Agent Reinforcement Learning Warmup/dwell

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-13T07:38:02.368884Z

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Pith citing papers

No inbound Pith citation observations are available.