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Paper Citation Record · LEDGER

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

As of 11 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 2026-08-11T06:34:44.6726+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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.373965Z digest=sha256:b0cab9d21f56c81fe851a6e484c7881e16e0892463ef40e47df535caf9b9e210

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.379462Z digest=sha256:f99f664912d60f6c3a17fc5014d29189877c9c2be0f54e5dd3f49bcae999116c

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.383992Z digest=sha256:f8c71dd297f30aaaf15233476dc8fa7c2ea2d7fc5455a93a42dec50f83becce8

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=sha256:52fd7ac70cc6ac9ad52a62186339be6896ec39c696367a9af3f4514a8a3e2def

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=sha256:673070dedc3696d35b2f875d62aa82b0e07cd3e04c35a465a01f02c144e7a50a

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=sha256:656ac471ef1025321b3df3629d991b4c2858b7c3db69539e3fc1abc0a5433ad1

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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raw_fallback, observed 2026-08-10T22:17:52.130060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.403533Z digest=sha256:283f1cef4eb1f35b613e386da50ca6fa645f4c4592bc0968c078f826631caa8a

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.408239Z digest=sha256:d672eaa3556fccf6fcfb9dc251ac007a3d5b3b9a9b4f76bb30871d8d9ff2cc6c

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.413106Z digest=sha256:eace9941cfdbd512f309b895f6fa4e575675b3230ed23db0eb88bb6352231492

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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raw_fallback, observed 2026-08-10T22:17:52.086332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.417683Z digest=sha256:12704a3e3ab59be72cf14a1eb4792732d1957eadb948753f37c1d4e8d577a0e0

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:dd4aac0cf9bfe431cad52684752eccb8dbd3569575f71ddcbc4ba1747f7953aa

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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raw_fallback, observed 2026-08-10T22:17:52.069694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.428513Z digest=sha256:b8c6c278289ed7ce6667a8929828c7068cf2c1c8d425cdc014d3d1b5780767d5

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=sha256:3b4613201ba24e294e1929da346bcc4f28a1a1d012f3694540908f1a01bc16d6

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=sha256:386b8e40628e265cd6a6d8c4db258acefce32e36dd6ae5a5ed9b984cc2a9ece2

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=sha256:0fb7b068660155a37b278e397b83eaef14f02aab4c541a89478d8dc3cc342aeb

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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no resolver link, observed 2026-08-10T22:17:51.449207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.449207Z digest=sha256:48477dc91e164eef7c7fc5c575e80c16aaba52a9b4d3140d13bea66cc84f776b

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:a0a9809f01362b6cbeabf8d8911a831f77792964fe9f99a1aa4b97629dad16dd

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=sha256:405d2de955e78b9717e770f7cc3e42416b77e5e5bfd9f8053433d19ce0ca0ce6

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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raw_fallback, observed 2026-08-10T22:17:52.043910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.463650Z digest=sha256:bcecafdd143f54a4fe505ce8406af5bcb41d8e2b15d5de771ef348b35ab26441

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.467579Z digest=sha256:f4f74af0764f06cb4bb6c8a212957a841b836b499c10a2cca293e458e23b14b9

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.473471Z digest=sha256:91e9486324d94ca76bcbb9f0a3df114d13c058ad88a5eedd6a9634aa06ed0152

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:52.011073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.478191Z digest=sha256:b1a19f990db073e8606953ce997909e67a521391ff09b750ef78e6a1ba669670

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:f8d7590fe449e32b02c961009a09fad0eb615c44984f290196d60028f8ae396b

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.488564Z digest=sha256:64306b9de4ddcacfd68eb6e6cae3ef38508a3b2d6929904256eae0a3a6168f5a

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.493760Z digest=sha256:cd4da2791e78423e2133f7e20caed031a3c8883663491c3034a38f581aa7f6c4

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=sha256:7a81b5b51322d7331d5140262ed7c0a40d94c71a5aba04918460ceb411c4d352

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:17:51.503858Z digest=sha256:c1566ceda0ed79ea91d61c7f9768858c06cd5ad94f1b20b07f44e014372d33cf

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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verified exact
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.509121Z digest=sha256:8032a44a3a0de907e14a67855cbf60fc7ebf166e99fa011867ed71f4025e5105

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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raw_fallback, observed 2026-08-10T22:17:51.948278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.513958Z digest=sha256:80131ecbd5ab72e00dfa1e51e3f0620e5a00134fd2a784cc9bea6fab83c85157

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=sha256:5c0c3b3609c99f2e8034966345ebbc95ad8e6898639c5b0c71bf7f21cc51232e

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

Resolution
verified exact
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.523598Z digest=sha256:e1d664935a663903a6483913b9fd3bb01f15eeac4fc61fc7461b4c94c4d3d5c9

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.528046Z digest=sha256:869c2bc692ad3288deb041714cc1e4e370db834642e106dad7172675f206b43c

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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raw_fallback, observed 2026-08-10T22:17:51.915144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.531944Z digest=sha256:bcfeb1ec922be5d45affc341fbb1ebd2d92fb699b3ab820c390ce2dcd664c768

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:b37d76f0310d239e1679fbe1b4a6100821dd9523f79caca2ec6cc77d105c452d

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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raw_fallback, observed 2026-08-10T22:17:51.896652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T22:17:51.540796Z digest=sha256:cb3e05b6d08b5fd1d7abe9683554ae9637fab6432e61d11809e8813b397b7dc3

Pith citing papers

No inbound Pith citation observations are available.