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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:af2afef1663450b961eb5702e6adc22b968bb4adfa7de9d69d9205470d7bcfab

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:f03dd71e7dcbb7753f5ab4ef709e614006e7231e694343322550c665eb2d5330

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:e572c2f7bf8a425a37b5aa6dd02fb367d894cca567c34dc075a61f1dbbc75425

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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no resolver link, observed 2026-08-10T22:17:51.388232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.388232Z digest=sha256:91d42263af36b250844c92923efba76ea7e66fbc0154ea5e9792c09948b20fa9

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=sha256:97572c22361eeb044a3914117e78afe24641009d419f9740ed80dde08475efdd

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=sha256:2b94d539936d4bc401258e0f4a671286afc837bea5512ea077b7a14fa4201d9e

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=sha256:17084af5a19a519dc9aeffc60f18762a9fa0e926e2e3f3c2f4d3eaf3e6fbfdfa

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=sha256:359d53b77eba02226670705e88fa5345247be0a44552b8bc14713215c128a76b

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=sha256:1b193dcc5ad38111d0aff2e0c361829181e409785a3a6e65ec78b3cb18bb008a

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:ef1423eedcc3992d651423b9d8b06d05ce389c30e0c5cf648148a8546a58d2cf

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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no resolver link, observed 2026-08-10T22:17:51.423396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.423396Z digest=sha256:30faa33f48ff61b37555d591ac7e210c4b4431dcadc207db00a372c2cc7136ab

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:d18d4756b8c69b0f8f2e90ea3f1ef17c4a8e6d70c2814929107a835251e87b54

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=sha256:924c6fdd9b07a1f6bc6eb833fbb9efa7aed70ec01821db12b7601e8f1895a18e

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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no resolver link, observed 2026-08-10T22:17:51.437993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.437993Z digest=sha256:a1d356654a90eb715231d5c77c30ac957d089434688df034b8c7e84346c985bc

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=sha256:7b9058fa1d6875a041430631bb5bd8c1e63624d68053e0c0849000fcd09ef76f

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=sha256:25c05b896cdd23bc5f4a393c1ee722fcb04a12e8a49d09e642921dfc17bcfd7a

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:b3629da3aa95ab9b95e3b2a332767f7da182694229e7a2461a2dfdd3122b96e6

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=pdf_text observed=2026-08-10T22:17:51.459123Z digest=sha256:8b9f820b51308eea04469a32e5c3e950585ccf11d04c320a875411a4d47caf16

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=sha256:4fd3e6d1d07be8c35078a1d6b9b7ed3bf39d062e27720cbb7d09dcfd9cd3ddfe

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=sha256:5ba444761edc53be5640190b5cfa85e60d359d0e014ac843b9481700e22a930b

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:ad7a1c33477def814640c0602c8d5bce55b4a0d7eef7de8f84ff4e00ed604eb3

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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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=sha256:0a46b09e36b38a19055133eb8bd52b24c442f64f3473df8208335b2735fe0aa7

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=sha256:73122271fac8f909340849ec22cce02d8889d0ac08d26bb398b56afad3deb43a

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=sha256:34a7a315e98cc6c08def6bdd156a4d7bc1426726d14f13242aa0a348dcc8dfbe

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=sha256:4e30a5f138f3901fa862adc331630b2c93a96fa06fc8161a4e31501b62f4010e

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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source=pdf_text observed=2026-08-10T22:17:51.498354Z digest=sha256:0e29efd55127217ffa664e219ae951223cf3265b05be46f68fe4a502373e0eb4

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=sha256:4cbfb7ddaf3ee444f9d4e7165a1bb4325c3e254db5d695008d0645de33aa13cc

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

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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=2026-08-10T22:17:51.509121Z digest=sha256:c49d86707cd7ddad70b692efc625695dbe53197206dd5c0227134c87dba2b5b4

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=sha256:65d3c1092bf497f1372eda4bfaa25de51e45706ed0dee1d218a8aebf01e19202

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=sha256:146dc7fc71e7d05bee063f2ead436734b0d6f88f5aa2b9dc3c3db92c536905e5

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:aaa604d79e3724b5bebe71dffa9017bfe9f25ee8402bcc2d55d7c04e9b0f3d73

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=sha256:93f5a13272636576132cd3541304bdd1f00982a26b3c3aef0c2285e703351d71

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:fbbb5838bbe4cf936e655d3039365f5575eb3162cc93b657faa1a5eaf47cd05a

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=sha256:61f340fb7cbc1485631399c31a42d88d1786348b5a665bd5d10c68b7b8532893

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=sha256:36bae03bb8e3db9f63c55dd756edcbcc2538e7f90a39717f23d5cc3b2b4207bf

Pith citing papers

No inbound Pith citation observations are available.