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Paper Citation Record · LEDGER

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication

As of 13 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2501.02174.

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

pith.paper-citation-record.v1
2501.02174 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:17:51.540796Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

35 of 35 outbound references displayed

  • verified exact2
  • verified fuzzy1
  • unresolved32
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 197436ba-2cc3-41a7-8006-eaecb7aabdfb · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.373965Z digest=sha256:2b052d6906357cf9aa73ccd698bc3a64e8a922dc07a11f31d1cc3c26f4b52c02

Observation 3968178f-c435-4f83-a0fc-2f4fcac77b83 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 2

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.379462Z digest=sha256:d422c09a7045a90af03f677664ceee641037c60e9ae989f915e6fb8360af5378

Observation ac4b31cb-ab5f-47f8-862b-fe8f17408d14 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.383992Z digest=sha256:367e2c2d1b807921e32586a790b6f9ead11dd0553386b6a64e5a8dbb9c07a707

Observation e4c50b4c-c561-4e15-ba2e-2f849dbe1e4d · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.388232Z digest=sha256:5dbe556308295ae68eba4290170c7f416b68f8ba4d91f02f0e5a6ecdf7d84d69

Observation ec4109da-ae75-42ea-87f3-865ddfadabb4 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 5

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no resolver link, observed 2026-08-10T22:17:51.392490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.392490Z digest=sha256:184c28f75ad9fde04e9cd488417c9481be22888d9e372ad31a8486f0a11e8e5a

Observation c8dd30d5-1e51-479e-8e20-6bc5e49f5685 · outbound

This paper cites Learning Multi-Agent Communication from Graph Modeling Perspective.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Learning Multi-Agent Communication from Graph Modeling Perspective

Reference 6

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no resolver link, observed 2026-08-10T22:17:51.396797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.396797Z digest=sha256:c5ac3c46b52e4d85ffece87b91ae043f224e2b581960439e3dd1e3c71a3b25e6

Observation 989bbc2e-e2b3-4486-a628-777c53abd4d6 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.403533Z digest=sha256:c05d8d9c87b9434de7a3d14f0edc2c740dcd982455c05a9b03cce589bf9396d2

Observation 81f7d3b1-e895-4e6d-ad72-ce32a65a3910 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.408239Z digest=sha256:dc53690501d8350c02b3f69cb1a3fee0dfa30e73c384b5aa5a690e92d9f38cba

Observation da998b01-f95b-4bc5-aafb-d5e7f8517f67 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.413106Z digest=sha256:d43fde90c2e23f03b690c60ed572e6e9b647b63413fbf96730d22909fee5fa9e

Observation 9d30f9a2-32f7-410f-85a5-50f466e6f3b9 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.417683Z digest=sha256:519304887c423b035347500e359469e4f7471339d5bedf54c8e94936a85ecae3

Observation 37cb23a3-4ac5-42ef-be58-c568523b1886 · outbound

This paper cites Learning Multi-Agent Communication with Contrastive Learning.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Learning Multi-Agent Communication with Contrastive Learning

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.423396Z digest=sha256:e637c387faeb276ad5afbd34dd58a5570ca57ab7cb33eb2cb9e9471b4e5192f4

Observation eadd954e-91bc-49f9-9350-cb52a89b5d0f · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.428513Z digest=sha256:ab954391d4f15dd4f9daaea0788c630fc0e7508044090d96d27bcf51fa0fd9fa

Observation 5c6a0766-01b1-4cc0-a640-0b96006c7bab · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.433264Z digest=sha256:0ca1f2f68d5fbd19493543341218b4e39d026a015090b08cc4060bc2b471676d

Observation 9b30ffb2-21ca-4cb1-ae94-17e8d46edd97 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.437993Z digest=sha256:9b95bab440c86eadc013af40b57d1a0da63677ad475b8aef5dd3ec71aacc2aae

Observation 06ab5a4c-c03b-4b17-bef6-9745459ae6a3 · outbound

This paper cites QMIX: Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication QMIX: Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.443174Z digest=sha256:ef6e806584072af30cc1cc8c78d59088234e12ad16dcdae649d538edf827a18a

Observation 6d6c377d-f680-4db8-823b-78a7b99ac800 · outbound

This paper cites The StarCraft Multi-Agent Challenge.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication The StarCraft Multi-Agent Challenge

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.449207Z digest=sha256:8295a6e9f22eae17a6e90a70ebc6484786bd3cf60ad08538e8394172986a33d5

Observation accd11e8-a997-4510-96db-65b35faa4b3d · outbound

This paper cites Heterogeneous Graph Attention Networks for Learning Diverse Communication.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Heterogeneous Graph Attention Networks for Learning Diverse Communication

Reference 17

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no resolver link, observed 2026-08-10T22:17:51.454466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.454466Z digest=sha256:1a147e7b6cf775a59cfc40a1af48e396c580b06fa3a52a838e5fa958405b0e76

Observation 96a9a6a0-d34a-447d-a676-66116505d04c · outbound

This paper cites Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving

Reference 18

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.459123Z digest=sha256:a12ecc8246e7f689047afd2e028a17d217b5d4a405d5207e79082452afbacf99

Observation a1921f7c-23df-4c54-9909-98d3c8d2e0d5 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.463650Z digest=sha256:d4983445061dcb65627e10b388c724d91537bd866430246f916c562eab593372

Observation 42bf4eb4-6e1a-4074-bb89-82e345da14b9 · outbound

This paper cites Agent-Time Attention for Sparse Rewards Multi-Agent Reinforcement Learning.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Agent-Time Attention for Sparse Rewards Multi-Agent Reinforcement Learning

Reference 20

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source=pdf_text observed=2026-08-10T22:17:51.467579Z digest=sha256:8588aa0fb492e750f0ce51d03f6ed3363498b2753109e6ce25c6a9316aed0ee2

Observation 9a037cdc-bbc9-4361-bb7f-d5ada6c45349 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.473471Z digest=sha256:51efc140cd52df1210003be2d83ce8e87ef6c5081e9ad779e5462753e14d1867

Observation 31183840-5231-4102-a65c-501bab5835ee · outbound

This paper cites Singh, T.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Singh, T

Reference 22

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.478191Z digest=sha256:47fa56c39a1df6fd712ab982b32125d8addb210378301f9760625708fdc669f5

Observation 89a7722b-74bf-4888-acb8-87507b405048 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 23

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.483716Z digest=sha256:1f4b35fbbfba0d7994f2f769d5e440058073eead0d082a4af9cea03dfc5b8370

Observation 383b4267-c576-4473-9be1-ad39d3e7e83d · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 24

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.488564Z digest=sha256:38e241c397ab9fcfa4fe7e827445a4f4cf001782035b9b2ce2c1e01162af0bac

Observation 45ae297b-b76c-469a-8feb-c1c2f92d48fa · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.493760Z digest=sha256:f048c53e2ea11bbfd9177732655d3bb4c28db8d6895d527ad974a513485d77d4

Observation 03f6986b-ebbc-45c8-9371-f530c9b9c52d · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Representation Learning with Contrastive Predictive Coding

Reference 26

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.498354Z digest=sha256:223bfe49cdeef4fff4d62aefeeeda2019cbea121d6c375313169efa647618b69

Observation 11548525-1c2a-4860-a6a8-2ecddea1cf5b · outbound

This paper cites Learning Nearly Decomposable Value Functions Via Communication Minimization.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Learning Nearly Decomposable Value Functions Via Communication Minimization

Reference 27

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.503858Z digest=sha256:ae75077796c8b4d2a11795132bc12a4dc3f5e3c0a9fc9819e0749f5eac0b8f19

Observation c8fdc943-32ed-46d5-ad92-589dbe89eeb9 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 28

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doi, observed 2026-08-10T22:17:51.578411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.509121Z digest=sha256:2c8dae75f3ed671c300bfdde322073f161483da279c9762084277ed77ec12ca0

Observation df2dcb93-6b21-4a87-b4ba-7b9fa7c047f0 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 29

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.513958Z digest=sha256:3e5dc6d3a8c785d2e323b79bf780ba4302851b26278e1dffbafd0e98f53971ea

Observation 7a15f1a9-9621-45f4-9e94-dc04849b708f · outbound

This paper cites Qatten: A General Framework for Cooperative Multiagent Reinforcement Learning.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Qatten: A General Framework for Cooperative Multiagent Reinforcement Learning

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.518630Z digest=sha256:aadb8344478ee2fb083d06307e63f7968f1e295b52f9413be40db62add9fe9fb

Observation f0fd34e4-ae9e-4096-830f-65c5e53ac388 · outbound

This paper cites Homogeneous Einstein Metrics and Butterflies.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Homogeneous Einstein Metrics and Butterflies

Reference 31

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local_arxiv, observed 2026-08-10T22:17:51.623660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.523598Z digest=sha256:da08fc5fd9f28de0374445f4e7f57f5f3dabc9394e687683e463d95581c5466a

Observation c355df8e-5e3c-478b-ab8b-6dc4e179ecf6 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 32

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.528046Z digest=sha256:04d352bab1331e6c5820d3ef2d062685d869296bcf0fd3b82884ed005e6206e8

Observation c08156da-a603-4ae3-b93c-32fd93033343 · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 33

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.531944Z digest=sha256:a980f8968fc66df46fac2590c77b1b25d3d0cb8ca92e2215db38bd34ae509a64

Observation 39f06acf-1f4d-4eeb-b08a-eaa1ffd97f4b · outbound

This paper cites Integrating independent and centralized multi-agent reinforcement learning for traffic signal network optimization.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Integrating independent and centralized multi-agent reinforcement learning for traffic signal network optimization

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.536129Z digest=sha256:f418e9c2b27afe449cc639b05fa7873f9095560422154cd16f04acdfdef4ae30

Observation ea824c4b-a37b-4f22-b158-4887cfe08d3d · outbound

This paper cites an unresolved cited work.

TACTIC: Task-Agnostic Contrastive pre-Training for Inter-Agent Communication Unresolved cited work

Reference 35

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:17:51.540796Z digest=sha256:a92ac4c199377224268fc85a8d8a5f9eab171f0f8c797e59656415228d6c35fb

Pith citing papers

No inbound Pith citation observations are available.