Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-23T03:09:43.596964Z
Paper Citation Record · LEDGER
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences
As of 11 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 2 inbound Pith citation observations for arXiv:2502.13388.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-13T06:44:28.552513Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-05-13T06:47:27.129351Z
Reference resolution
61 of 61 outbound references displayed
- verified exact6
- verified fuzzy34
- unresolved14
- parse uncertain6
- malformed identifier0
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 0a615c1f-66db-42b6-82eb-928eaa70934f · outbound
This paper cites StarCraft II: A New Challenge for Reinforcement Learning.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences StarCraft II: A New Challenge for Reinforcement Learning
Reference 1
- Resolution
- verified exact
- local_arxiv, observed 2026-05-23T03:12:28.494471Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b5a35815-69fa-419f-bbc7-baba8821791a · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T04:07:32.086282Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9b97d23a-0680-4076-9e66-8dc98923ec24 · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T04:07:32.074578Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f8ec1cf7-81cf-480d-90f9-ca8af02e6e59 · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T04:07:32.082427Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9d77b1f1-1c5b-435b-b392-b38480933177 · outbound
This paper cites Large Language Models Play StarCraft II: Benchmarks and A Chain of Summarization Approach.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Large Language Models Play StarCraft II: Benchmarks and A Chain of Summarization Approach
Reference 5
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-23T03:12:28.484335Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f8e7aae4-f630-4d2e-b547-5a61ff47db72 · outbound
This paper cites Value-Decomposition Networks For Cooperative Multi-Agent Learning.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Value-Decomposition Networks For Cooperative Multi-Agent Learning
Reference 6
- Resolution
- verified exact
- local_arxiv, observed 2026-05-23T03:12:28.489248Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e943819d-9b02-40b9-a7d6-39b2bdc40bc6 · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T04:07:32.090210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5ee583bb-6409-4f57-92e7-a4a3244a70c6 · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T04:07:32.078538Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 151b2ff2-24fd-4d11-ba26-9309a919eb0e · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T04:07:32.134826Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 15b2ee43-a83b-4644-bf85-15c47a4b6f5d · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T04:07:32.031748Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 735965e1-bb03-4bcd-904d-c342570d8c38 · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T04:07:32.035304Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 63ac6597-7121-493f-bc9a-7dcc27b91cb4 · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T04:07:32.139047Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7af6e3f8-ae71-4760-a100-75ddcc837d2a · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T04:07:32.108581Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation eefcb1d9-8497-4e64-98f3-0ef0cc4ab08c · outbound
This paper cites PaLM 2 Technical Report.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences PaLM 2 Technical Report
Reference 14
- Resolution
- verified exact
- local_arxiv, observed 2026-05-23T03:12:28.479109Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b55fbfb9-97b3-432b-a7cb-bd7f78214e41 · outbound
This paper cites SwarmBrain: Embodied agent for real-time strategy game StarCraft II via large language models.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences SwarmBrain: Embodied agent for real-time strategy game StarCraft II via large language models
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-05-23T03:12:28.474158Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 620dfb89-4e2c-46c9-8bc4-690ce7a17cb0 · outbound
This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Reflexion: Language Agents with Verbal Reinforcement Learning
Reference 16
- Resolution
- verified exact
- local_arxiv, observed 2026-05-23T03:12:28.463669Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a004e354-8cac-4039-bc1a-1aab93c0a57e · outbound
This paper cites Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-23T03:12:28.469302Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 882445db-4df2-4e78-90d7-025b8f339830 · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T04:07:32.142623Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation fdff6d99-4557-4f66-accc-497f727d6b38 · outbound
This paper cites Is it the early game, mid-game, or late game?.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Is it the early game, mid-game, or late game?
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.945979Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a3a809b9-68f0-42ed-a722-ae8d34892c42 · outbound
This paper cites 3.2 Economy: Evaluate our economic condition, including resource collection and usage.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences 3.2 Economy: Evaluate our economic condition, including resource collection and usage
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.024638Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f698b47e-f2e8-4c83-a88d-21b1d2a5537a · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T04:07:32.096301Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ebf74273-706f-4290-bee7-1e8ab7a11820 · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T04:07:32.150651Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c5bf5f7a-42d1-41dc-8b78-f8fc402c2ca0 · outbound
This paper cites - Check the timing of your first Pylon, Gateway, Assimilator, and Cybernetics Core.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Check the timing of your first Pylon, Gateway, Assimilator, and Cybernetics Core
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.020139Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1acb3867-6174-4bfe-99fd-a7207de299a8 · outbound
This paper cites Aim for constant Probes production.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Aim for constant Probes production
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.012128Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0ddf3e98-8f67-4398-a88e-5559c7bf206a · outbound
This paper cites Did you scout the enemy base early to see their build order? - Did you send a Probe or use an Observer to gather information about the enemy’s tech and army composition?.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Did you scout the enemy base early to see their build order? - Did you send a Probe or use an Observer to gather information about the enemy’s tech and army composition?
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.104623Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6da360db-565b-4cc1-b1a9-0fa55bbaa25a · outbound
This paper cites Avoid floating too many minerals and gas.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Avoid floating too many minerals and gas
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.070780Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation dcc0fef1-88d9-4ef6-aafa-41de1ee0aca9 · outbound
This paper cites Did you control your units effectively during battles? - Pay attention to spell usage, positioning, and focus fire.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Did you control your units effectively during battles? - Pay attention to spell usage, positioning, and focus fire
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.154819Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a5c19974-6bc2-446f-a7b4-da7beb091a91 · outbound
This paper cites Did you have the right counters? - Ensure you tech up appropriately and adjust your unit mix based on what the opponent is building.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Did you have the right counters? - Ensure you tech up appropriately and adjust your unit mix based on what the opponent is building
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.016203Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a007c473-4493-4629-a79e-fb1b1d7e391f · outbound
This paper cites Upgrades can significantly affect the outcome of battles.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Upgrades can significantly affect the outcome of battles
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.028232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 316a43e8-760e-47c9-9102-5c92507ab59f · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T04:07:32.049949Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1b4fcc55-fde7-44f9-9e78-35f5bc5e5725 · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 31
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-23T04:07:32.062697Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 76ae9217-be20-498a-bf5d-1597cae01a63 · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 32
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-23T04:07:31.996023Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation faa72171-8837-4c8c-85ed-4bf088752d27 · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 33
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-23T04:07:32.116579Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c1677a92-59c7-45c9-a9fb-e89e95be4a3b · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 34
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-23T04:07:32.112774Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation af8db2fc-0a70-43c2-8af5-b7c21bfaf5f7 · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 35
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-23T04:07:31.992602Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c91b1ce7-9977-40cc-a1a2-c8cc2e9d2842 · outbound
This paper cites an unresolved cited work.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Unresolved cited work
Reference 36
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-23T04:07:32.002194Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3ad7bcf0-0c33-4093-a484-fa0334f39ced · outbound
This paper cites Our Reflection prompt.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Our Reflection prompt
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.124138Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d1c2a1d2-829a-4079-b622-0caf216d1ecf · outbound
This paper cites - Construct a Pylon near your mineral line to avoid supply blockages.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Construct a Pylon near your mineral line to avoid supply blockages
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.039233Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c22d3ed9-de78-4a3b-a7cf-41b8501db2f1 · outbound
This paper cites - Expand your economy by building additional Nexuses at optimal expansion timings.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Expand your economy by building additional Nexuses at optimal expansion timings
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.980591Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f8b4045a-5e96-492c-abb2-a76f6aea8b4a · outbound
This paper cites - Utilize Observers to scout enemy movements and unit compositions.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Utilize Observers to scout enemy movements and unit compositions
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.043070Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5af6fd88-56a5-4797-99f6-4685a69de0e7 · outbound
This paper cites - Ensure consistent unit production from all structures to maintain a strong army presence.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Ensure consistent unit production from all structures to maintain a strong army presence
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.054415Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f155c11c-a532-4216-82f2-e1e4dfbc446e · outbound
This paper cites - Utilize Blink effectively with Stalkers for tactical advantages in battles.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Utilize Blink effectively with Stalkers for tactical advantages in battles
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.120609Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2f3ff378-4f17-4ff5-b850-4c81197df20d · outbound
This paper cites - Consider incorporating Immortals to counter enemy armored units effectively.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Consider incorporating Immortals to counter enemy armored units effectively
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.984807Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cedf0013-6130-47e4-8454-066583eb4b15 · outbound
This paper cites - Prioritize upgrades that align with your chosen army composition for maximum efficiency.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Prioritize upgrades that align with your chosen army composition for maximum efficiency
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.988882Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation feb3ce01-272e-480e-8ba2-ec4afb2cd934 · outbound
This paper cites - Assess enemy scouting information to adapt your army composition and defensive structures.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Assess enemy scouting information to adapt your army composition and defensive structures
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.969983Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c700beb2-e264-4968-8701-115707fe3575 · outbound
This paper cites Expert Reflection Fig.B1. Expert Reflection with our method against Very Hard built-in AI.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Expert Reflection Fig.B1. Expert Reflection with our method against Very Hard built-in AI
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.965542Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 54d0ce29-bada-481b-bfb1-9c5fd8144485 · outbound
This paper cites - Expand to new bases and construct additional Pylons to increase supply and resource gathering capacity.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Expand to new bases and construct additional Pylons to increase supply and resource gathering capacity
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.961357Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d571c855-b7d6-49d0-b801-4362885acdc2 · outbound
This paper cites - Consider using observers or other scouting units to scout the enemy base and key locations for potential threats.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Consider using observers or other scouting units to scout the enemy base and key locations for potential threats
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.128179Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a3ccd85b-3f00-4bd4-b717-bc311a89c18f · outbound
This paper cites - Prioritize tech advancements and unit production by researching critical upgrades such as Warp Gate technology and other unit-specific enhancements.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Prioritize tech advancements and unit production by researching critical upgrades such as Warp Gate technology and other unit-specific enhancements
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.066650Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 694df3d7-dd13-4abf-9616-78bcc0b50176 · outbound
This paper cites - Practice effective spell usage, proper unit positioning, and target prioritization to gain an advantage in battles.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Practice effective spell usage, proper unit positioning, and target prioritization to gain an advantage in battles
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.058790Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 28419da8-213d-4f91-84a9-1bcdd6d30128 · outbound
This paper cites - Research upgrades like Blink for Stalkers and charge for Zealots to improve their combat capabilities.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Research upgrades like Blink for Stalkers and charge for Zealots to improve their combat capabilities
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.953466Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 90e11b3a-35a4-49b4-8ce0-92a576a9173b · outbound
This paper cites - Utilize harassment tactics like Warp Prism drops to disrupt the enemy's economy and gain a strategic advantage.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Utilize harassment tactics like Warp Prism drops to disrupt the enemy's economy and gain a strategic advantage
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.957448Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3391f0c8-5014-4a8c-9656-87510967ef81 · outbound
This paper cites Self Reflection-1 Fig.B2. Self Reflection1 with our method against Very Hard built-in AI.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences Self Reflection-1 Fig.B2. Self Reflection1 with our method against Very Hard built-in AI
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.949761Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5822c388-8993-436f-8536-fee3779a6309 · outbound
This paper cites - Expand to new bases and construct additional Pylons to increase supply cap and facilitate unit production.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Expand to new bases and construct additional Pylons to increase supply cap and facilitate unit production
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.008476Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6f92ca06-9639-455f-b262-c41b473e3998 · outbound
This paper cites - Consider using observers or other scouting units to gather critical intel on the enemy's base and key locations.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Consider using observers or other scouting units to gather critical intel on the enemy's base and key locations
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.100349Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 592b5435-8538-46cf-9ee0-c17e77869ba0 · outbound
This paper cites - Prioritize tech advancements and unit production by researching essential upgrades like Warp Gate technology and other unit-specific enhancements.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Prioritize tech advancements and unit production by researching essential upgrades like Warp Gate technology and other unit-specific enhancements
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:32.146758Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 28e42bbc-bc1e-4e9a-8b6b-4581fa94a6c2 · outbound
This paper cites - Practice effective spell usage, proper unit positioning, and target prioritization in battles to gain an advantage.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Practice effective spell usage, proper unit positioning, and target prioritization in battles to gain an advantage
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.973279Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7d3c38e3-58ff-4264-9b27-bf8c8ffff100 · outbound
This paper cites - Tech up appropriately and diversify your unit mix based on the opponent's army composition.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Tech up appropriately and diversify your unit mix based on the opponent's army composition
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.976963Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 80cf92f9-88ab-4fbe-b740-1cfd03a9a63b · outbound
This paper cites - Research upgrades like Blink for Stalkers and charge for Zealots to improve their combat capabilities.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Research upgrades like Blink for Stalkers and charge for Zealots to improve their combat capabilities
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.941787Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2d589609-21b0-4b6a-87e7-41556add6b82 · outbound
This paper cites - Utilize harassment tactics like Warp Prism drops to disrupt the enemy's economy and gain a strategic advantage.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - Utilize harassment tactics like Warp Prism drops to disrupt the enemy's economy and gain a strategic advantage
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.936700Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6c543ea9-3125-44a7-be1d-870aeebb7e3b · outbound
This paper cites - **03:00**: Expand to additional Nexuses for increased resource income and build more Pylons to support supply cap and unit production.
Reflection of Episodes: Learning to Play Game from Expert and Self Experiences - **03:00**: Expand to additional Nexuses for increased resource income and build more Pylons to support supply cap and unit production
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T04:07:31.932556Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Pith citing papers
Observation 56bd1746-973f-4892-8654-44f88289457c · inbound
Towards Generalist Game Players: An Investigation of Foundation Models in the Game Multiverse cites this paper.
Towards Generalist Game Players: An Investigation of Foundation Models in the Game Multiverse Reflection of Episodes: Learning to Play Game from Expert and Self Experiences
Reference 193
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T03:26:19.163665Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bfe3585b-9e8c-4474-88d7-41c741cd1780 · inbound
Towards Generalist Game Players: An Investigation of Foundation Models in the Game Multiverse cites this paper.
Towards Generalist Game Players: An Investigation of Foundation Models in the Game Multiverse Reflection of Episodes: Learning to Play Game from Expert and Self Experiences
Reference 193
- Resolution
- verified exact
- local_arxiv, observed 2026-05-13T06:47:27.132693Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.