Paper Citation Record · LEDGER

Frontier Large Language Models Rival State-of-the-Art Planners

As of 4 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 6 inbound Pith citation observations for arXiv:2511.09378.

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

pith.paper-citation-record.v1
2511.09378 v2

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-21T19:41:09.050612Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T19:31:26.968562Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-07-10T12:15:01.137692Z

Reference resolution

27 of 27 outbound references displayed

verified exact6
verified fuzzy21
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5051b4b3-ac74-41f9-883a-80aee0528adc · outbound

This paper cites Chen, Johannes Zenn, Tristan Cinquin, and Sheila A.

Frontier Large Language Models Rival State-of-the-Art Planners Chen, Johannes Zenn, Tristan Cinquin, and Sheila A

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.036562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 968b6336-bb30-4506-b6be-9bc2ba20a938 · outbound

This paper cites Corrêa and Giuseppe De Giacomo.

Frontier Large Language Models Rival State-of-the-Art Planners Corrêa and Giuseppe De Giacomo

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.055549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f4bb69a8-4961-4061-b222-5b3f365fbeff · outbound

This paper cites Corrêa, André G.

Frontier Large Language Models Rival State-of-the-Art Planners Corrêa, André G

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.048841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 6515b87e-083b-4b88-9059-bd20f76a521e · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Frontier Large Language Models Rival State-of-the-Art Planners DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-05-21T19:44:19.712548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation e0b666e4-3ebf-4aee-8998-7ad23826a1e2 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

Frontier Large Language Models Rival State-of-the-Art Planners Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-05-21T19:44:19.720041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 170f5b21-ecad-4e63-a49c-63d2664c25e1 · outbound

This paper cites An Introduction to the Planning Domain Definition Language, volume 13 of Synthesis Lectures on Artificial Intelligence and Machine Learning.

Frontier Large Language Models Rival State-of-the-Art Planners An Introduction to the Planning Domain Definition Language, volume 13 of Synthesis Lectures on Artificial Intelligence and Machine Learning

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.015910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 0f23d9a8-f776-4672-a4c2-0eae6f4cf832 · outbound

This paper cites Concise finite-domain representations for PDDL planning tasks.

Frontier Large Language Models Rival State-of-the-Art Planners Concise finite-domain representations for PDDL planning tasks

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.020244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 51c5e0a1-3840-45b3-bd9e-e75ea047918d · outbound

This paper cites Engineering benchmarks for planning: the domains used in the deterministic part of IPC-4.

Frontier Large Language Models Rival State-of-the-Art Planners Engineering benchmarks for planning: the domains used in the deterministic part of IPC-4

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.034085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation c9800a15-c43d-4564-bf5e-ee2132637ce1 · outbound

This paper cites V AL’s progress: The automatic validation tool for PDDL2.1 used in the International Planning Competition.

Frontier Large Language Models Rival State-of-the-Art Planners V AL’s progress: The automatic validation tool for PDDL2.1 used in the International Planning Competition

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.038894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation ebd049ae-1de3-4ff0-8774-01d74947f53e · outbound

This paper cites Position: LLMs can’t plan, but can help planning in LLM-modulo frameworks.

Frontier Large Language Models Rival State-of-the-Art Planners Position: LLMs can’t plan, but can help planning in LLM-modulo frameworks

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.011085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 13736187-77dc-4bfd-b21f-f2df21cb7c8a · outbound

This paper cites Make Planning Research Rigorous Again!.

Frontier Large Language Models Rival State-of-the-Art Planners Make Planning Research Rigorous Again!

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-21T19:44:19.716474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation eb38b7cf-93ae-4493-8349-7e7650ca94b0 · outbound

This paper cites Elevator control as a planning problem.

Frontier Large Language Models Rival State-of-the-Art Planners Elevator control as a planning problem

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.029285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation a6951bad-73f5-42c7-837d-279cbfc898b7 · outbound

This paper cites The 3rd International Planning Competition: Results and analysis.

Frontier Large Language Models Rival State-of-the-Art Planners The 3rd International Planning Competition: Results and analysis

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.024942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b07e6d89-9ea2-4f3c-95dd-a1a66db80c9c · outbound

This paper cites Exploring organic synthesis with state-of-the-art planning techniques.

Frontier Large Language Models Rival State-of-the-Art Planners Exploring organic synthesis with state-of-the-art planning techniques

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.022884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 0f1abc16-2bd8-43db-83cd-01350fe70311 · outbound

This paper cites The 1998 AI Planning Systems competition.

Frontier Large Language Models Rival State-of-the-Art Planners The 1998 AI Planning Systems competition

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.018179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 10ecba55-555b-4f01-b4c1-998eb096e07e · outbound

This paper cites Milidiu and Frederico dos Santos Liporace.

Frontier Large Language Models Rival State-of-the-Art Planners Milidiu and Frederico dos Santos Liporace

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.030203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation fb0f6458-c00c-4789-b4f8-b596cfa3ef17 · outbound

This paper cites Automated adversary emulation: A case for planning and acting with unknowns.

Frontier Large Language Models Rival State-of-the-Art Planners Automated adversary emulation: A case for planning and acting with unknowns

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.032116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation eff4fd9d-c38e-4785-b5a6-72b05e7a29eb · outbound

This paper cites GPT-5 system card.

Frontier Large Language Models Rival State-of-the-Art Planners GPT-5 system card

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.040969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 7ae5a663-ea65-4bd4-8399-da2f4417076b · outbound

This paper cites The LAMA planner: Guiding cost-based anytime planning with landmarks.

Frontier Large Language Models Rival State-of-the-Art Planners The LAMA planner: Guiding cost-based anytime planning with landmarks

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.027428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 813fe03f-b81f-46de-a9e3-92024a78d159 · outbound

This paper cites Downward Lab.

Frontier Large Language Models Rival State-of-the-Art Planners Downward Lab

Reference 20

Resolution: verified exact; doi, observed 2026-05-21T19:44:19.570250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 4a95d631-bee3-471b-baa8-9d0f1d214f2e · outbound

This paper cites Optimal layout synthesis for quantum circuits as classical planning.

Frontier Large Language Models Rival State-of-the-Art Planners Optimal layout synthesis for quantum circuits as classical planning

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.051515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b4802f24-59b0-4b9e-b03f-d821e30f51ef · outbound

This paper cites The 2023 International Planning Competition.

Frontier Large Language Models Rival State-of-the-Art Planners The 2023 International Planning Competition

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.043686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 7aa7ef9a-337d-4baa-8827-714f9c251fb2 · outbound

This paper cites The 2023 International Planning Competition , year =.

Frontier Large Language Models Rival State-of-the-Art Planners The 2023 International Planning Competition , year =

Reference 23

Resolution: verified exact; doi, observed 2026-05-21T19:44:19.565509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f2666a60-ff1b-4097-9302-65b507d5bd09 · outbound

This paper cites Automatic instance generation for classical planning.

Frontier Large Language Models Rival State-of-the-Art Planners Automatic instance generation for classical planning

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.046700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 18963112-1a6e-443e-8151-59fb5273d20e · outbound

This paper cites PlanBench: An extensible benchmark for evaluating large language models on planning and reasoning about change.

Frontier Large Language Models Rival State-of-the-Art Planners PlanBench: An extensible benchmark for evaluating large language models on planning and reasoning about change

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.057579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f0176d04-491d-4a12-868b-23883192e98a · outbound

This paper cites On the planning abilities of large language models - A critical investigation.

Frontier Large Language Models Rival State-of-the-Art Planners On the planning abilities of large language models - A critical investigation

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T19:44:20.053551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 54466d50-9d6e-49cb-ada5-d12025e0ebec · outbound

This paper cites Planning in Strawberry Fields: Evaluating and Improving the Planning and Scheduling Capabilities of LRM o1.

Frontier Large Language Models Rival State-of-the-Art Planners Planning in Strawberry Fields: Evaluating and Improving the Planning and Scheduling Capabilities of LRM o1

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-21T19:44:19.723701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Pith citing papers

Observation e23e4e7c-0089-4d0a-89dc-df1cab9a5e52 · inbound

Exploring Plan Space through Conversation: An Agentic Framework for LLM-Mediated Explanations in Planning cites this paper.

Exploring Plan Space through Conversation: An Agentic Framework for LLM-Mediated Explanations in Planning Frontier Large Language Models Rival State-of-the-Art Planners

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T17:56:24.657582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 3a64bb79-793f-4c23-a025-9039a848e756 · inbound

Exploring Plan Space through Conversation: An Agentic Framework for LLM-Mediated Explanations in Planning cites this paper.

Exploring Plan Space through Conversation: An Agentic Framework for LLM-Mediated Explanations in Planning Frontier Large Language Models Rival State-of-the-Art Planners

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T19:31:26.968562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00eb0586-29f9-4622-ad38-7fd17e864187 · inbound

Zero-Shot Goal Recognition with Large Language Models cites this paper.

Zero-Shot Goal Recognition with Large Language Models Frontier Large Language Models Rival State-of-the-Art Planners

Reference 3

Resolution: malformed identifier; local_arxiv, observed 2026-05-19T16:12:38.478305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 914b0782-cf5c-4313-a357-2d92e91944df · inbound

Property-Guided LLM Program Synthesis for Planning cites this paper.

Property-Guided LLM Program Synthesis for Planning Frontier Large Language Models Rival State-of-the-Art Planners

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-05-20T17:53:36.621534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation beb69fa9-e8a8-4c67-b265-048b665ee9ce · inbound

Planning in the LLM Era: Building for Reliability and Efficiency cites this paper.

Planning in the LLM Era: Building for Reliability and Efficiency Frontier Large Language Models Rival State-of-the-Art Planners

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-05-22T06:54:42.065365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 3412b24d-9a82-4342-a79d-5bea50a4ced0 · inbound

LLM-Evolved Domain-Independent Heuristics for Symbolic AI Planning cites this paper.

LLM-Evolved Domain-Independent Heuristics for Symbolic AI Planning Frontier Large Language Models Rival State-of-the-Art Planners

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-06-29T07:33:13.909982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.