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Paper Citation Record · LEDGER

SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 52 inbound Pith citation observations for arXiv:2307.06135.

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

pith.paper-citation-record.v1
2307.06135 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 52 of 52 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:34:10.595702Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-11T00:27:51.706200Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

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Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 1f0cbea0-5450-4561-9a44-1f10f2905b5d · inbound

LLM+P: Empowering Large Language Models with Optimal Planning Proficiency cites this paper.

LLM+P: Empowering Large Language Models with Optimal Planning Proficiency SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 56

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arxiv_id, observed 2026-05-14T18:36:18.527186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-14T18:36:18.342052Z digest=sha256:a0e5c8f29aa93af58a3417b48d570eebc9858171bbb3f45c3bb9f1f99b1b2157

Observation 464401c7-3695-4562-99ac-6916fec9d32d · inbound

The Rise and Potential of Large Language Model Based Agents: A Survey cites this paper.

The Rise and Potential of Large Language Model Based Agents: A Survey SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 261

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arxiv_id, observed 2026-05-11T10:47:51.201250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-11T10:47:44.152066Z digest=sha256:a65827333fe16d305d9cb1df703789b2640c8d250fa6785edb84ba0cd3562e9c

Observation 1b6baad1-4323-4e0d-8a14-f2aac69a4c17 · inbound

Towards Robust Surgical Automation via Digital Twin Representations from Foundation Models cites this paper.

Towards Robust Surgical Automation via Digital Twin Representations from Foundation Models SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 58

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arxiv_id, observed 2026-05-23T20:23:24.908107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-23T20:19:20.382009Z digest=sha256:c4ee126952f1f7bc5b094093d311349c8440fda4fa21d6e5b8dba24b6dbeed84

Observation 2efb2e9d-455f-4b9d-b46c-616c3da65436 · inbound

I Can Tell What I am Doing: Toward Real-World Natural Language Grounding of Robot Experiences cites this paper.

I Can Tell What I am Doing: Toward Real-World Natural Language Grounding of Robot Experiences SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:34.121089Z digest=sha256:aeadcf8402dda3cddee8990a6b32c62acc6e447b065d11d2e151bb0195d83b72

Observation ab2a5bf0-36ef-4fa8-a527-f71db3dd0f19 · inbound

TimelyLLM: Segmented LLM Serving System for Time-sensitive Robotic Applications cites this paper.

TimelyLLM: Segmented LLM Serving System for Time-sensitive Robotic Applications SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 40

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no resolver link, observed 2026-08-11T04:38:25.074571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:38:25.074571Z digest=sha256:fcd2e78a2a34e12f4c917f04220169e123e7cbdef18b9d1b05934a133ac11ba1

Observation 38fd8557-16a6-463a-b58d-cc1072812348 · inbound

Integrating LMM Planners and 3D Skill Policies for Generalizable Manipulation cites this paper.

Integrating LMM Planners and 3D Skill Policies for Generalizable Manipulation SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 13

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no resolver link, observed 2026-08-09T22:44:50.762809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T22:44:50.762809Z digest=sha256:dc248cdc9f865e8b7d39a829a0c390a87d917a3fe12a9667cdf44375c3bcbfe6

Observation 77957be0-ec8b-4116-a463-f50c0f2c7f5d · inbound

Interpretable Locomotion Prediction in Construction Using a Memory-Driven LLM Agent With Chain-of-Thought Reasoning cites this paper.

Interpretable Locomotion Prediction in Construction Using a Memory-Driven LLM Agent With Chain-of-Thought Reasoning SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:34:10.595702Z digest=sha256:00737c77e145f35a4308c507e20bafb94062831b2be042721cce5a5d65d9a7a1

Observation 129fba0b-f1ee-4323-93e3-c80a5f0d857d · inbound

MuTRAP: Multi-trigger Trojans Attacking Robot Task Planning Systems cites this paper.

MuTRAP: Multi-trigger Trojans Attacking Robot Task Planning Systems SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 11

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:55:33.281899Z digest=sha256:56e3e029da7cd181d25f26ad7b0480716c981fa8613bdbb625566f7e8324bda7

Observation 2ea5adba-7295-40c2-a39f-ecd7057735e2 · inbound

LLM-Empowered Embodied Agent for Memory-Augmented Task Planning in Household Robotics cites this paper.

LLM-Empowered Embodied Agent for Memory-Augmented Task Planning in Household Robotics SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T04:58:46.596815Z digest=sha256:90f1e7bae678f3b2206cf347e123e8b83cdc6ce0ae24f9c78e403426ceab48cd

Observation 586d4504-1c07-41ec-bb6a-350601f14a74 · inbound

Semantic Intelligence: Integrating GPT-4 with A Planning in Low-Cost Robotics cites this paper.

Semantic Intelligence: Integrating GPT-4 with A Planning in Low-Cost Robotics SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 23

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T04:10:41.780117Z digest=sha256:58f9269ba067696960ef2c81c555f7568fc8ad3c6c9ef576312cefc7fb87f612

Observation 2bd6f6fa-3907-4aa6-8dd1-544fde61d1dd · inbound

From Mind to Machine: The Rise of Manus AI as a Fully Autonomous Digital Agent cites this paper.

From Mind to Machine: The Rise of Manus AI as a Fully Autonomous Digital Agent SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 23

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no resolver link, observed 2026-08-16T04:06:38.007210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T04:06:38.007210Z digest=sha256:019f1fbaaa2c810db65794a22fb9b63c0d494f9cfa51828a9c93cead7be3e24e

Observation 6a979a60-51ab-47fb-8453-e8446d6403ac · inbound

Latent Theory of Mind: A Decentralized Diffusion Architecture for Cooperative Manipulation cites this paper.

Latent Theory of Mind: A Decentralized Diffusion Architecture for Cooperative Manipulation SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 29

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no resolver link, observed 2026-08-15T21:44:01.795127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:44:01.795127Z digest=sha256:062adf06a889a77b55f0f22d48de5438bafa44053e6bb5a5da5768bd9770573d

Observation baed13d3-2da1-415d-8014-ccafa8c92fa9 · inbound

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization cites this paper.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 38

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no resolver link, observed 2026-08-07T13:04:53.686817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:04:53.686817Z digest=sha256:0f797aadf94a9c9299698b9b619b076f64bc0142eacc91e87ad41fdec6c88282

Observation de04ff54-09b2-4422-a018-6f585975f8e8 · inbound

Adversarial Attacks on Robotic Vision Language Action Models cites this paper.

Adversarial Attacks on Robotic Vision Language Action Models SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 46

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no resolver link, observed 2026-08-07T11:11:40.419092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:11:40.419092Z digest=sha256:fd755b6b052ba98a2b1a0a1f95b6314551c5f8dc503306960ceb3d7a47776140

Observation be5eb6d5-9e81-400b-98db-fe9d8b2d21c6 · inbound

HiBerNAC: Hierarchical Brain-emulated Robotic Neural Agent Collective for Disentangling Complex Manipulation cites this paper.

HiBerNAC: Hierarchical Brain-emulated Robotic Neural Agent Collective for Disentangling Complex Manipulation SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 47

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no resolver link, observed 2026-08-07T05:19:33.090755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:19:33.090755Z digest=sha256:2effc7d907b807bc72e2c9699c379984d194fc5b9f7cf958af6a888a777c8b8e

Observation 27ffc02c-07ed-4c90-bf84-d3eb0d776aaa · inbound

DyNaVLM: Zero-Shot Vision-Language Navigation System with Dynamic Viewpoints and Self-Refining Graph Memory cites this paper.

DyNaVLM: Zero-Shot Vision-Language Navigation System with Dynamic Viewpoints and Self-Refining Graph Memory SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 22

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no resolver link, observed 2026-08-15T19:48:11.827461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:48:11.827461Z digest=sha256:d2afb157925468ec68d61afd18d674b2f1399b78d7f087b8e626de0dc41c71d7

Observation 80d5123b-54e6-4350-b681-49afc3c2d82d · inbound

Grounding Language Models with Semantic Digital Twins for Robotic Planning cites this paper.

Grounding Language Models with Semantic Digital Twins for Robotic Planning SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 20

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no resolver link, observed 2026-08-15T19:28:36.564827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:28:36.564827Z digest=sha256:8f8b3af90a1bd4152d9cb76b8d0a78e00b1ec66d511bf9a2520e19fcca2527b5

Observation a716074a-46b2-4104-ae70-7c898b2cd8ed · inbound

Exploring the Link Between Bayesian Inference and Embodied Intelligence: Toward Open Physical-World Embodied AI Systems cites this paper.

Exploring the Link Between Bayesian Inference and Embodied Intelligence: Toward Open Physical-World Embodied AI Systems SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 40

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no resolver link, observed 2026-08-06T12:39:41.102852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:39:41.102852Z digest=sha256:3a935c1dbd38bece5b05ef28c9cecf59c637b36993d3c3eb7a8ce62e0d6c41e7

Observation 6dbcc161-1f4e-403f-9cd4-93d91fd9402e · inbound

Scene Graph-Guided Proactive Replanning for Failure-Resilient Embodied Agent cites this paper.

Scene Graph-Guided Proactive Replanning for Failure-Resilient Embodied Agent SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 25

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no resolver link, observed 2026-08-05T20:05:11.331372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:05:11.331372Z digest=sha256:fd96d405470b644408d139c96acbabf50a42add15d1623da602b47705925bc54

Observation 7b6c4e52-2549-437c-97db-503c298efe39 · inbound

An LLM-powered Natural-to-Robotic Language Translation Framework with Correctness Guarantees cites this paper.

An LLM-powered Natural-to-Robotic Language Translation Framework with Correctness Guarantees SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 8

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no resolver link, observed 2026-08-05T16:00:52.859113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:00:52.859113Z digest=sha256:2214c37b73b8532c1caa4c761b2c9a8d49b42c35b4f453d5bec1b543c04e1de9

Observation 89be7aba-6dc4-45e6-a80f-cd2b5aebc03b · inbound

Embodied Spatial Intelligence: from Implicit Scene Modeling to Spatial Reasoning cites this paper.

Embodied Spatial Intelligence: from Implicit Scene Modeling to Spatial Reasoning SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 263

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no resolver link, observed 2026-08-05T13:38:20.524926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:38:20.524926Z digest=sha256:bf2a6a987b3e481bdfd9fa3f9d45bf2f0b39dcdb0f12bffc6c5e58a81c331ad4

Observation 945cfda9-3d89-4380-b94d-8c2958341729 · inbound

ANNIE: Be Careful of Your Robots cites this paper.

ANNIE: Be Careful of Your Robots SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 56

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:00:38.227834Z digest=sha256:60b07f0a71c2203aad13535f56176649bd17b23bc272f625c96860a0c7509787

Observation 02008954-c68a-4f48-baec-342222838512 · inbound

Planning from Point Clouds over Continuous Actions for Multi-object Rearrangement cites this paper.

Planning from Point Clouds over Continuous Actions for Multi-object Rearrangement SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 21

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T06:02:11.458598Z digest=sha256:e99b5f6d3548358ab0545c476c3fb795b0e6089a4897569cf0fe127b523519f4

Observation 215c079c-fa4f-4b6e-a8aa-7ddacd81e8b1 · inbound

N2M: Bridging Navigation and Manipulation by Learning Pose Preference from Rollout cites this paper.

N2M: Bridging Navigation and Manipulation by Learning Pose Preference from Rollout SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 30

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no resolver link, observed 2026-08-04T15:46:06.249704Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T15:46:06.249704Z digest=sha256:41f248b4e083d7cf95175b1a383d6679e71fd3076b0b7ff1c0cdc40f534580bd

Observation 7060d48a-054d-4266-bbb6-05ed2016c2fa · inbound

InternVLA-M1: A Spatially Guided Vision-Language-Action Framework for Generalist Robot Policy cites this paper.

InternVLA-M1: A Spatially Guided Vision-Language-Action Framework for Generalist Robot Policy SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 33

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arxiv_id, observed 2026-05-14T20:09:39.885407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-14T20:09:39.677347Z digest=sha256:ccc8ee6b5644aae74e4ddfa81b629d381263ebc8acfdac9212750e3110e3e3e6

Observation 89991576-c3ef-45da-a690-a09aa40e04de · inbound

BridgeEQA: Virtual Embodied Agents for Real Bridge Inspections cites this paper.

BridgeEQA: Virtual Embodied Agents for Real Bridge Inspections SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 37

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arxiv_id, observed 2026-05-17T21:42:07.520279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-17T21:40:51.426489Z digest=sha256:fb3f83a9723ff6db1e28f1f79c618ad1537da022a14ee10afd3c7e5f0808117a

Observation 7183b726-50d0-43b6-bdf9-c7758403bdf7 · inbound

VLM4VLA: Revisiting Vision-Language-Models in Vision-Language-Action Models cites this paper.

VLM4VLA: Revisiting Vision-Language-Models in Vision-Language-Action Models SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 22

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T12:30:33.851410Z digest=sha256:acd86ba5beb45c0603d71899fea4364612a8b7814e554b6f8b6c0b81d703b7ff

Observation cdb88895-7386-4f05-b932-c22efcb1f1ef · inbound

ST-BiBench: Benchmarking Multi-Stream Multimodal Coordination in Bimanual Embodied Tasks for MLLMs cites this paper.

ST-BiBench: Benchmarking Multi-Stream Multimodal Coordination in Bimanual Embodied Tasks for MLLMs SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 92

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arxiv_id, observed 2026-05-16T06:00:40.551146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-16T06:00:02.043029Z digest=sha256:bab3f719df09c6f22ddffd1837e21697a35037c06404258ea5bda9cff8035606

Observation 59f8d4d0-f2b5-4e8d-8775-fb221f3857ad · inbound

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search cites this paper.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 25

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-15T14:22:08.027014Z digest=sha256:fec5e2cf3430ff62b3f41c64afcee50a68596c75e646372962b60480717a0881

Observation d95ca078-d4c7-4d08-b803-8202abbc102d · inbound

KITE: Keyframe-Indexed Tokenized Evidence for VLM-Based Robot Failure Analysis cites this paper.

KITE: Keyframe-Indexed Tokenized Evidence for VLM-Based Robot Failure Analysis SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 42

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arxiv_id, observed 2026-05-10T23:55:51.408336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T18:47:25.412497Z digest=sha256:99ac3474b7a9da308091095454d9963c9d14d2759f35716779fa44ccf10b34ea

Observation 29292972-e6f0-478c-a6e7-67beb1167c28 · inbound

Long-Horizon Manipulation via Trace-Conditioned VLA Planning cites this paper.

Long-Horizon Manipulation via Trace-Conditioned VLA Planning SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 54

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arxiv_id, observed 2026-05-11T14:41:38.912572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-09T21:10:03.554504Z digest=sha256:6b8e3567df777d654879b879732b10e09b42ae217c8df322d90a1e5586dc3208

Observation c7bad49e-a12e-4f48-a022-c9aebabb12f8 · inbound

When Robots Do the Chores: A Benchmark and Agent for Long-Horizon Household Task Execution cites this paper.

When Robots Do the Chores: A Benchmark and Agent for Long-Horizon Household Task Execution SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 31

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verified exact
arxiv_id, observed 2026-05-15T01:59:38.797026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-15T01:59:03.623345Z digest=sha256:7c64e7690a568be5f7030976f33716129ccaa524dec64a36e24aa4f3ceeff066

Observation 89dc4626-a02e-418e-aa0a-afa44978b6d3 · inbound

When Robots Do the Chores: A Benchmark and Agent for Long-Horizon Household Task Execution cites this paper.

When Robots Do the Chores: A Benchmark and Agent for Long-Horizon Household Task Execution SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 31

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verified exact
arxiv_id, observed 2026-05-20T21:29:03.260859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-20T21:25:34.754045Z digest=sha256:e9c5f43e07bfe16f5a5869cd5a355602e4f3801f3174f9eefcba4040ff0b1534

Observation 090d9f00-0746-45ee-a5f0-15f9a2207ca0 · inbound

TaskGround: Structured Executable Task Inference for Full-Scene Household Reasoning cites this paper.

TaskGround: Structured Executable Task Inference for Full-Scene Household Reasoning SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-20T11:03:13.964857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-20T10:53:44.014259Z digest=sha256:17e2504a8ced2c9af0a6f6f3c81ce3b6017a432626079b6b862c381327da2740

Observation 887ac83c-40d1-4a87-ab18-3fde5e506a30 · inbound

Fixed External Cameras as Common Prior Maps for Active 3D Scene Graph Generation cites this paper.

Fixed External Cameras as Common Prior Maps for Active 3D Scene Graph Generation SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-20T09:58:10.975206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-20T09:57:22.716399Z digest=sha256:acdee796196ec4873dfb004107807b4e0ead1a328de8ae9d2b393c7c9a78e18d

Observation cf6780ab-221f-45f3-b515-fd0efc268bd9 · inbound

RGB-only Active 3D Scene Graph Generation for Indoor Mobile Robots cites this paper.

RGB-only Active 3D Scene Graph Generation for Indoor Mobile Robots SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-20T09:53:15.852931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-20T09:53:01.437258Z digest=sha256:154daad8179986a3cc916d6849588c459eb83d06c762e39a89249cc0f389fe8f

Observation 54efcc15-1a77-4860-9105-58df4d41336b · inbound

Beyond Waypoints: Dual-Heatmap Grounding for Cross-Embodiment Semantic Navigation cites this paper.

Beyond Waypoints: Dual-Heatmap Grounding for Cross-Embodiment Semantic Navigation SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:05.375427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-20T05:53:31.627150Z digest=sha256:120e85a779f22ba06c1db8437623ec274a16424d0964e023aa7f457cce4b07c3

Observation 40858956-f687-4756-b479-87760731ff17 · inbound

VEOcc: Voxel-Centric Online Semantic Occupancy Prediction For Embodied Scene Understanding cites this paper.

VEOcc: Voxel-Centric Online Semantic Occupancy Prediction For Embodied Scene Understanding SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-06-30T12:34:39.623503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-30T12:06:52.443736Z digest=sha256:5e5425d9837e649b8ca03922fad7c8d3127eca96e0b0509d891aa48d673e8224

Observation 9d986ea5-3112-4d4b-a061-b36e7f4167e2 · inbound

The Sword, Shield, and Achilles' Heel: Characterizing the Linguistic Inductive Bias of Large Language Models for Spatial Reasoning in Navigation Planning cites this paper.

The Sword, Shield, and Achilles' Heel: Characterizing the Linguistic Inductive Bias of Large Language Models for Spatial Reasoning in Navigation Planning SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-07-01T19:36:08.359447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-28T22:23:24.536258Z digest=sha256:b78fc0380adce3795b1192c6c8fa48fe58299dc964641f6ecfb796bc987a09b6

Observation 9442d808-1f24-4934-886f-86016d9064e3 · inbound

ANCHOR: Agentic Noise Creation Framework for Human Simulation and Denoising Recommendation cites this paper.

ANCHOR: Agentic Noise Creation Framework for Human Simulation and Denoising Recommendation SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-07-02T15:27:04.858486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-27T23:54:14.214208Z digest=sha256:3b69466ee3aa05e3f03d99adc7a01297814a85c3babd6baa51e3a1382e576a3f

Observation 8310fa09-88b6-440e-990c-70e7f4f4ff58 · inbound

ANCHOR: Agentic Noise Creation Framework for Human Simulation and Denoising Recommendation cites this paper.

ANCHOR: Agentic Noise Creation Framework for Human Simulation and Denoising Recommendation SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-04T04:53:32.653060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T04:53:32.653060Z digest=sha256:59f498c94465c9a58a5fc57234553c6007d0d8e9dc20017f424303b408436d9c

Observation d44b5d46-b785-4e94-bfe7-405d1aacb510 · inbound

AlloSpatial: Agentic Harness Framework for Spatial Reasoning in Foundation Models cites this paper.

AlloSpatial: Agentic Harness Framework for Spatial Reasoning in Foundation Models SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-07-03T00:27:30.262195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-27T17:08:22.609095Z digest=sha256:1e57418650b802aeed9a7f3f7675069090bca04c8ebd27ce78311d0f7011a56c

Observation 3da9c0b3-edce-430c-8fb3-878f74744026 · inbound

ASCII Art Turns LLMs into VLA Controllers cites this paper.

ASCII Art Turns LLMs into VLA Controllers SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-07-04T06:19:38.773223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-26T14:32:30.091437Z digest=sha256:7063d77373394ff0607ead7b211700e49db2064f3e6f6c9e23d5b0904b119e65

Observation f6124dd5-3be3-486f-9d8a-e72b718fcf0f · inbound

Plan Right, Then Plan Tight: Symbolic RL for Efficient Embodied Reasoning cites this paper.

Plan Right, Then Plan Tight: Symbolic RL for Efficient Embodied Reasoning SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 2

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T10:35:42.485449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-01T05:20:28.149651Z digest=sha256:b52e9cd211c7ca8375fa8bdf76ae8d3ec75f74c45e42d8df6882cf64142d8a25

Observation 59caeb1f-a6a7-49f4-83dd-6722e517e5b3 · inbound

Hypothesis-driven Model Expansion under Uncertainty for Open-World Robot Planning cites this paper.

Hypothesis-driven Model Expansion under Uncertainty for Open-World Robot Planning SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 49

Resolution
verified exact
local_arxiv, observed 2026-07-11T00:27:51.729634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-11T00:18:08.485089Z digest=sha256:c7e64848c293be98eac59bdb509bdccddd66acb69a190470e5b25fd1684193f4

Observation e786ef67-e19e-4240-af3e-c6d0c3053370 · inbound

CAIRN: Cross-Room 3D Scene Understanding with Topology-Aware Large Multimodal Models cites this paper.

CAIRN: Cross-Room 3D Scene Understanding with Topology-Aware Large Multimodal Models SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-07-08T02:44:27.736477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-07-08T02:44:00.608590Z digest=sha256:12ceab1060b4116a9f09ba02a7768c06b9fd94db29f35cf55de0b7f9582c8398

Observation 98e9f947-7003-48a4-a3df-5864d3af193b · inbound

CAIRN: Cross-Room 3D Scene Understanding with Topology-Aware Large Multimodal Models cites this paper.

CAIRN: Cross-Room 3D Scene Understanding with Topology-Aware Large Multimodal Models SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 45

Resolution
unresolved
no resolver link, observed 2026-07-14T16:00:13.133298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T16:00:13.133298Z digest=sha256:e7420f76dc6995274fb83b2d48f02127359fa4c0324b2b97986e42c1f300ec9d

Observation 3969548e-c33a-478b-bcde-b60800432059 · inbound

LEACL: LLM-Enhanced Automatic Curriculum Learning for Reinforcement Learning in Long-Horizon Manipulation Tasks cites this paper.

LEACL: LLM-Enhanced Automatic Curriculum Learning for Reinforcement Learning in Long-Horizon Manipulation Tasks SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 16

Resolution
unresolved
no resolver link, observed 2026-07-30T20:27:56.042565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T20:27:56.042565Z digest=sha256:37ec53ca9f4ad79134e56c118cb7b81e6889e6d0381b88c4bd9b2ede209bc61f

Observation 073ae526-3e81-4697-8577-258bc5ba03bf · inbound

Weights or Skills? A Survey of Robot-Learning Techniques: from Action-Predicting Weights to Robots that Write their Own Skills cites this paper.

Weights or Skills? A Survey of Robot-Learning Techniques: from Action-Predicting Weights to Robots that Write their Own Skills SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 210

Resolution
unresolved
no resolver link, observed 2026-08-04T19:45:35.152199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T19:45:35.152199Z digest=sha256:ccb564baeda2f457bd9b9e42d9c09effd6131ef72eb695b8549009eb4c6e631a

Observation 318fddda-44bf-41c7-9307-8af9459f3967 · inbound

ETA: A New Agentic Paradigm for Embodied Tasks cites this paper.

ETA: A New Agentic Paradigm for Embodied Tasks SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-05T05:44:44.339412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:44:44.339412Z digest=sha256:2a91b0fa40f71cc7909a0304297833cee18aefcabfe43ba115bd862088cacd9e

Observation 41ea833f-6e46-4057-a296-2890e5da0bd5 · inbound

GraphThink: Graph-Enhanced LLM Thinking for Long-Horizon Embodied Task Planning cites this paper.

GraphThink: Graph-Enhanced LLM Thinking for Long-Horizon Embodied Task Planning SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-12T00:47:48.527188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:47:48.527188Z digest=sha256:46157f5de94c1d1c6503cb905d21b13ed1abf65be86bd5074a596440828662a7

Observation 98d318a8-ce40-4622-a6c9-51ef7770e971 · inbound

HarnessWAM: Bridging Prediction and Deliberation in World Action Models cites this paper.

HarnessWAM: Bridging Prediction and Deliberation in World Action Models SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 1997

Resolution
unresolved
no resolver link, observed 2026-08-11T15:50:34.415778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:50:34.415778Z digest=sha256:f32b31a0a262bef6f59c5a7f9d61257b05ce5ebfd91829e13afe8135b0d90d15