Paper Citation Record · LEDGER

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II

As of 8 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2507.15618.

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

pith.paper-citation-record.v1
2507.15618 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:31:58.129752Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

17 of 17 outbound references displayed

verified exact0
verified fuzzy12
unresolved4
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1a2c55df-8fbd-4139-85e1-bca37b478aa7 · outbound

This paper cites an unresolved cited work.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:31:58.475500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 84d7d649-b2d8-4e23-aa0a-b8c0bb4447f1 · outbound

This paper cites an unresolved cited work.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:31:58.458073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d38de6e3-0fc2-4947-a053-10d0a7cdb097 · outbound

This paper cites action_type.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II action_type

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:31:58.440975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 56e30143-24ca-4435-b0ed-51baf4bb3d68 · outbound

This paper cites Characterized by heavy drone production, defensive early game posture, and maximum economy focus.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by heavy drone production, defensive early game posture, and maximum economy focus

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:31:58.366951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4b825376-1e05-4474-9909-c4a3dbbb4432 · outbound

This paper cites Characterized by sacrificed economy for early pressure and heavy Zergling production.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by sacrificed economy for early pressure and heavy Zergling production

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:31:58.350416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7bff92b1-1066-4ef7-a36f-09104390afbf · outbound

This paper cites Characterized by insufficient information or unclear strategic direction.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by insufficient information or unclear strategic direction

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:31:58.422670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3bffa3c9-6484-49e8-ac9c-b7b2b4f70659 · outbound

This paper cites Characterized by upgraded Roaches as main army composition, strong timing attacks, and usually 2-base economy.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by upgraded Roaches as main army composition, strong timing attacks, and usually 2-base economy

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:31:58.406002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cea93335-491d-421e-bd6d-0fe3ae551ac5 · outbound

This paper cites Key buildings include Lair, Spire, and multiple gas extractors.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Key buildings include Lair, Spire, and multiple gas extractors

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:31:58.387535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fa021800-02c2-4e63-ad89-830ac2f4bb53 · outbound

This paper cites Characterized by heavy unit production, committed aggression, and limited tech investment.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by heavy unit production, committed aggression, and limited tech investment

Reference 9

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T15:31:58.272390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a1f22fed-c348-4970-aa4a-81257ea939e8 · outbound

This paper cites Characterized by timing attacks with upgraded Zerglings and moderate economy into strong timing.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by timing attacks with upgraded Zerglings and moderate economy into strong timing

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:31:58.330337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1151b2c4-5c95-4f4e-8e4d-77f0ce52c2a1 · outbound

This paper cites Characterized by map mobility focus, surprise attacks, and specific army compositions.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by map mobility focus, surprise attacks, and specific army compositions

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:31:58.310669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 98b04c53-d220-424b-9ffc-79da784dad57 · outbound

This paper cites Characterized by mid-game tech transition, strong map control, and siege capability.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Characterized by mid-game tech transition, strong map control, and siege capability

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:31:58.290483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 79d69dd4-9135-4668-9275-368236ccaf88 · outbound

This paper cites This suggests a natural trade-off between tactical specialization and general capability.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II This suggests a natural trade-off between tactical specialization and general capability

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:31:58.254289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bce81fef-5890-4d0e-be43-dd0c4d857d4b · outbound

This paper cites Configuration C’s balanced higher constraints appear to offer a favorable trade-off.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Configuration C’s balanced higher constraints appear to offer a favorable trade-off

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:31:58.235032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 473e112d-c6b8-40fb-bd69-95bfc5a28901 · outbound

This paper cites an unresolved cited work.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:31:58.203388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1d4cd646-05c6-4dcb-8b2d-ecd294c40e90 · outbound

This paper cites M., Mathieu, M., Dudzik, A., Chung, J., Choi, D.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II M., Mathieu, M., Dudzik, A., Chung, J., Choi, D

Reference 2017

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:31:58.494609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1d48df1e-eca0-4e8e-981c-b2926e7a05e9 · outbound

This paper cites LLM-PySC2: Starcraft II learning environment for Large Language Models.

TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II LLM-PySC2: Starcraft II learning environment for Large Language Models

Reference 2799

Resolution: unresolved; no resolver link, observed 2026-08-06T15:31:58.037730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.