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Paper Citation Record · LEDGER

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning

As of 10 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2607.22732.

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

pith.paper-citation-record.v1
2607.22732 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T10:58:18.387236Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

30 of 30 outbound references displayed

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  • verified fuzzy0
  • unresolved30
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

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Outbound references

Observation 3d1e741c-0e60-4664-a84c-d9dca24efac9 · outbound

This paper cites GVGAI-LLM: Evaluating Large Language Model Agents with Infinite Games.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning GVGAI-LLM: Evaluating Large Language Model Agents with Infinite Games

Reference 1

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source=pdf_text observed=2026-08-01T10:58:14.844512Z digest=sha256:08a6fd580d786d8d1dec9f6207bc02080465a457067c48ab86722fee399c0429

Observation b5dc52c5-09ab-4f12-88af-f54499b577e6 · outbound

This paper cites From code to play: Benchmarking program search for games using large language models,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning From code to play: Benchmarking program search for games using large language models,

Reference 2

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source=pdf_text observed=2026-08-01T10:58:14.951753Z digest=sha256:9d580388ce07292770f4440c86a7d21a03c72240bbb42be5b726d874cbb74186

Observation cd6565bc-0812-4712-86c6-285cbb6b8902 · outbound

This paper cites an unresolved cited work.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Unresolved cited work

Reference 3

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source=pdf_text observed=2026-08-01T10:58:15.124252Z digest=sha256:587e2f595f0851ad94022c6039d2bfaa323338cf26ca32d038ae1a4a27bb9aa4

Observation 2b7f541c-29f3-49ef-82c7-a7165031da9d · outbound

This paper cites An extensible description language for video games,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning An extensible description language for video games,

Reference 4

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source=pdf_text observed=2026-08-01T10:58:15.267185Z digest=sha256:40da2772c33b8104335cfaef82590ebd7ca371c8c636fa588d5c7c3b587c99fa

Observation 36b3dec6-661b-4c86-8416-c78167f90d6d · outbound

This paper cites Deep reinforcement learning for general video game ai,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Deep reinforcement learning for general video game ai,

Reference 5

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source=pdf_text observed=2026-08-01T10:58:15.391809Z digest=sha256:6137c972a82b6924adc8e8c490fb9ce68a473ce4ecbb3ef5c5357938012bfa62

Observation 4f8d5907-84bb-4922-a484-9dccee1670f4 · outbound

This paper cites General video game ai: A multitrack framework for evaluating agents, games, and content generation algorithms,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning General video game ai: A multitrack framework for evaluating agents, games, and content generation algorithms,

Reference 6

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source=pdf_text observed=2026-08-01T10:58:15.525952Z digest=sha256:12af89839ded5fd4bd5020cc9b0418c0ce2438d9dedb9b9fa363d3a129281c8d

Observation 54bf0627-7d8b-4cec-9923-51e1c59fc9cc · outbound

This paper cites Representation learning for grounded spatial reasoning,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Representation learning for grounded spatial reasoning,

Reference 7

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source=pdf_text observed=2026-08-01T10:58:15.637946Z digest=sha256:7be37b3f988bd4901b884bb26164ea3b00850e6e67581e2484b75f041f0c1a28

Observation c16d7546-4ec8-477a-b860-043eca1868fa · outbound

This paper cites Sparc and sparp: Spatial reasoning characterization and path generation for understanding spatial reasoning capability of large language models,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Sparc and sparp: Spatial reasoning characterization and path generation for understanding spatial reasoning capability of large language models,

Reference 8

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source=pdf_text observed=2026-08-01T10:58:15.755164Z digest=sha256:42b832c884c1443161041d5b4e46f7222744e08f8ae8c8cb742ad135c740d242

Observation 3bf4dffa-3e60-4eeb-be0e-a407c1c68467 · outbound

This paper cites The sifo benchmark: Investigating the sequential instruction following ability of large language models,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning The sifo benchmark: Investigating the sequential instruction following ability of large language models,

Reference 9

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source=pdf_text observed=2026-08-01T10:58:15.865047Z digest=sha256:c48ea75e2ca710351d155ddf7d8505249e3014a3b5d2ec19fe68e00ce777a4ea

Observation a805dd5e-9393-4662-8253-a171e571e06b · outbound

This paper cites From gameplay traces to game mechanics: Causal induction with large language models,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning From gameplay traces to game mechanics: Causal induction with large language models,

Reference 10

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source=pdf_text observed=2026-08-01T10:58:15.975523Z digest=sha256:df430fd23ac4fcc6eed3833b3411b0157bb83f4a6c4904c167bfa06019c0781c

Observation 2edb161f-e51e-48b5-832c-ff321df8db3a · outbound

This paper cites Causal-aware Large Language Models: Enhancing Decision-Making Through Learning, Adapting and Acting.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Causal-aware Large Language Models: Enhancing Decision-Making Through Learning, Adapting and Acting

Reference 11

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Observation ff7747f2-e130-410b-972c-aa63f23562fd · outbound

This paper cites Bayesian inference-aided large language model agents in infinitely repeated games: A dynamic network view,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Bayesian inference-aided large language model agents in infinitely repeated games: A dynamic network view,

Reference 12

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source=pdf_text observed=2026-08-01T10:58:16.281177Z digest=sha256:f6d4c29e7f6c14d0c0fcc43eb6929bfeb5d0e5290530fb3155b6b9c1a3f149d2

Observation 4ed33357-cb7c-4c41-b3e5-e241a584b04e · outbound

This paper cites Optimalthinkingbench: Evaluating over and underthinking in llms,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Optimalthinkingbench: Evaluating over and underthinking in llms,

Reference 13

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Observation 068817dc-a68c-4149-bc26-7f43309f6363 · outbound

This paper cites SmartPlay: A Benchmark for LLMs as Intelligent Agents.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning SmartPlay: A Benchmark for LLMs as Intelligent Agents

Reference 14

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Observation 8b5f053d-9714-417f-90e5-f34f088869e6 · outbound

This paper cites GameBench: Evaluating Strategic Reasoning Abilities of LLM Agents.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning GameBench: Evaluating Strategic Reasoning Abilities of LLM Agents

Reference 15

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Observation a20c9f69-bbab-485a-8f42-99b3d89d43fd · outbound

This paper cites BALROG: Benchmarking Agentic LLM and VLM Reasoning On Games.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning BALROG: Benchmarking Agentic LLM and VLM Reasoning On Games

Reference 16

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Observation e4b33542-ef48-4d14-9e5a-ef52e875905c · outbound

This paper cites Measuring General Intelligence with Generated Games.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Measuring General Intelligence with Generated Games

Reference 17

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Observation dec212fc-d5f7-4a5e-a8b3-7b55684a00bc · outbound

This paper cites React: Synergizing reasoning and acting in language models,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning React: Synergizing reasoning and acting in language models,

Reference 18

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Observation 73fb2251-79d1-41fe-b849-4f209d71382c · outbound

This paper cites Generative agents: Interactive simulacra of human behavior,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Generative agents: Interactive simulacra of human behavior,

Reference 19

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Observation afb9f7b3-48fc-4492-a30f-8ca3c2921b3c · outbound

This paper cites Voyager: An Open-Ended Embodied Agent with Large Language Models.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Voyager: An Open-Ended Embodied Agent with Large Language Models

Reference 20

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Observation 5ad8d621-2ba9-4b1e-8a9b-93e292369acb · outbound

This paper cites ADAM: An Embodied Causal Agent in Open-World Environments.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning ADAM: An Embodied Causal Agent in Open-World Environments

Reference 21

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Observation 67675152-182c-439b-bf34-78125779b39e · outbound

This paper cites Passive learning of active causal strategies in agents and language models,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Passive learning of active causal strategies in agents and language models,

Reference 22

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Observation aacd0c3f-28e4-4f81-9552-1e0235f46e51 · outbound

This paper cites Curious causality-seeking agents learn meta causal world,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Curious causality-seeking agents learn meta causal world,

Reference 23

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Observation 56e2847d-f9e7-4dd9-998c-532177be146d · outbound

This paper cites Wohlin, P.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Wohlin, P

Reference 24

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Observation d17d46a6-a15f-499c-b14c-ab91a5564db9 · outbound

This paper cites Qwen3 Technical Report.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Qwen3 Technical Report

Reference 25

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source=pdf_text observed=2026-08-01T10:58:17.844521Z digest=sha256:6f1351bb921d862551fbd0c90f4604ab2368015f8f0b5271e55bfe480cd928af

Observation a1f42ada-487e-4f5d-87f8-ddd8d6eef5ba · outbound

This paper cites Qwen/qwen3-8b · hugging face - huggingface.co,.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Qwen/qwen3-8b · hugging face - huggingface.co,

Reference 26

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source=pdf_text observed=2026-08-01T10:58:17.919005Z digest=sha256:8d58fe52a8d0fbfbfd826cd1f0a69d79f5627229714772bc78559682bddb5f36

Observation be2a4acb-c409-4c25-9e36-85bb6365e86b · outbound

This paper cites Wait, wait, wait... why do reasoning models loop?.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning Wait, wait, wait... why do reasoning models loop?

Reference 27

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Observation aca83b53-5da6-4654-ad97-c31fe2d9e4b1 · outbound

This paper cites VGDL Game Description for SpatialGame1 B.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning VGDL Game Description for SpatialGame1 B

Reference 28

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Observation 88872f74-07a9-4172-b6fd-a7775695a64b · outbound

This paper cites VGDL Game Description for SpatialGame2 C.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning VGDL Game Description for SpatialGame2 C

Reference 29

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Observation e8b352a9-1db4-4a40-aec6-80073f7c4051 · outbound

This paper cites VGDL Game Description for SpatialGame3 APPENDIXD EXTENDEDSPATIALREASONINGVISUALIZATIONS A.

Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning VGDL Game Description for SpatialGame3 APPENDIXD EXTENDEDSPATIALREASONINGVISUALIZATIONS A

Reference 30

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Pith citing papers

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