Paper Citation Record · LEDGER

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions

As of 15 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 8 inbound Pith citation observations for arXiv:2508.07650.

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

pith.paper-citation-record.v1
2508.07650 v2

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:59:04.663968Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T17:38:20.785896Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

32 of 32 outbound references displayed

verified exact0
verified fuzzy1
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 0a654059-9e67-4146-9782-73063cb25d2a · outbound

This paper cites , " * write output.state after.block = add.period write newline.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:00.281025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 633a45ab-0d9e-4ef9-b84a-796c397622bc · outbound

This paper cites write newline.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:00.374741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5704008-07ae-4823-999f-98e7addf7ddd · outbound

This paper cites Qwen2.5-VL Technical Report.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Qwen2.5-VL Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:00.513385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b160908-3609-46e3-bba5-8edf69cc572f · outbound

This paper cites PaliGemma: A versatile 3B VLM for transfer.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions PaliGemma: A versatile 3B VLM for transfer

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:00.642456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1559dab7-3594-454f-bd9f-302cac670c54 · outbound

This paper cites $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:00.765491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ab685a4-4b7f-4a09-b1be-3b9db0277c27 · outbound

This paper cites RT-1: Robotics Transformer for Real-World Control at Scale.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions RT-1: Robotics Transformer for Real-World Control at Scale

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:00.915445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c99be82a-8dec-4b14-9ead-6d31a1e9b659 · outbound

This paper cites GR-2: A Generative Video-Language-Action Model with Web-Scale Knowledge for Robot Manipulation.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions GR-2: A Generative Video-Language-Action Model with Web-Scale Knowledge for Robot Manipulation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:01.047936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20ff8100-4ca7-47bb-9441-8c965fb14dc3 · outbound

This paper cites Training Strategies for Efficient Embodied Reasoning.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Training Strategies for Efficient Embodied Reasoning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:01.209286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dd3773a-3739-4d0c-ac3d-15d3faa5cb56 · outbound

This paper cites an unresolved cited work.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:01.316143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0535c25-b455-4093-be57-bbe23e6ed593 · outbound

This paper cites an unresolved cited work.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:01.465144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8112ce35-afb6-4377-be70-593bac236238 · outbound

This paper cites U.; Akram, W.; Saoud, L.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions U.; Akram, W.; Saoud, L

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:01.586486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c7419bf-4469-49a7-aeb0-36cf0ae16ef8 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:01.753969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbf66c8f-7dff-4bcf-af3d-5e294652bcc7 · outbound

This paper cites OpenVLA: An Open-Source Vision-Language-Action Model.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions OpenVLA: An Open-Source Vision-Language-Action Model

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:01.879712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f22f2f3f-3975-4f85-88c5-a93078de177f · outbound

This paper cites Flow Matching for Generative Modeling.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Flow Matching for Generative Modeling

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:01.984771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21b237a7-900b-4669-83fe-c4bb2e4577ba · outbound

This paper cites RDT-1B: a Diffusion Foundation Model for Bimanual Manipulation.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions RDT-1B: a Diffusion Foundation Model for Bimanual Manipulation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:02.125016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2a5271a-649c-47e2-89a7-f093f194ff20 · outbound

This paper cites an unresolved cited work.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:06.090482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2d951652-97cf-4845-b9e3-30536abadda5 · outbound

This paper cites an unresolved cited work.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:02.395778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3972e8e3-e061-4e2c-a015-369cad400f00 · outbound

This paper cites SpatialVLA: Exploring Spatial Representations for Visual-Language-Action Model.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions SpatialVLA: Exploring Spatial Representations for Visual-Language-Action Model

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:02.521887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d9a072c-0eda-4c4d-b4ff-bd99563f9f45 · outbound

This paper cites C.; Hagenbuchner, M.; and Monfardini, G.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions C.; Hagenbuchner, M.; and Monfardini, G

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:02.669629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 387a2d33-f234-4fb8-8dc5-7b234f572307 · outbound

This paper cites Octo: An Open-Source Generalist Robot Policy.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Octo: An Open-Source Generalist Robot Policy

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:02.850855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1eb08441-3332-416c-85bb-0788f87d9060 · outbound

This paper cites N.; Kaiser, .; and Polosukhin, I.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions N.; Kaiser, .; and Polosukhin, I

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:03.028529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46b3d570-56a7-4917-9861-7454eaa9e4de · outbound

This paper cites RoboFlamingo-Plus: Fusion of Depth and RGB Perception with Vision-Language Models for Enhanced Robotic Manipulation.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions RoboFlamingo-Plus: Fusion of Depth and RGB Perception with Vision-Language Models for Enhanced Robotic Manipulation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:03.238165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed56506c-f6b4-4bdb-9e27-8837f393f21b · outbound

This paper cites V.; Zhou, D.; et al.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions V.; Zhou, D.; et al

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:03.360868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a3068a2-2413-4b17-893b-59a5f87d8200 · outbound

This paper cites Diffusion-VLA: Generalizable and Interpretable Robot Foundation Model via Self-Generated Reasoning.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Diffusion-VLA: Generalizable and Interpretable Robot Foundation Model via Self-Generated Reasoning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:03.506693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c37b3efa-6603-4150-a9d7-3b8038644537 · outbound

This paper cites DexVLA: Vision-Language Model with Plug-In Diffusion Expert for General Robot Control.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions DexVLA: Vision-Language Model with Plug-In Diffusion Expert for General Robot Control

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:03.685804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 937d58e2-100c-4b34-8746-37cb3ae1f068 · outbound

This paper cites an unresolved cited work.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:05.824403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 607ad875-3aa4-405e-8f2a-2638e625de80 · outbound

This paper cites Unleashing Large-Scale Video Generative Pre-training for Visual Robot Manipulation.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Unleashing Large-Scale Video Generative Pre-training for Visual Robot Manipulation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:03.989579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10fcbea8-bb85-41dc-8eb6-083a24f9dbee · outbound

This paper cites Robotic Control via Embodied Chain-of-Thought Reasoning.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Robotic Control via Embodied Chain-of-Thought Reasoning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:04.110925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc824915-7486-47f8-a96f-94bace06dedf · outbound

This paper cites an unresolved cited work.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:59:05.549634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b6b0a23a-ae10-4209-9a43-49c754fc910d · outbound

This paper cites J.; Fu, Z.; Zhang, Z.; Wu, Y.; Li, Z.; Ma, Q.; Han, S.; Finn, C.; et al.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions J.; Fu, Z.; Zhang, Z.; Wu, Y.; Li, Z.; Ma, Q.; Han, S.; Finn, C.; et al

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:59:05.235334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a04cce51-79b9-43fb-ada7-aafa8657335a · outbound

This paper cites Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:04.551521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7a23773-4d3a-433b-bee1-e3af492139df · outbound

This paper cites an unresolved cited work.

GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T21:59:04.663968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation cfaa48a2-6d08-4c1e-8e5f-e7a9f4ae9992 · inbound

VLSA: Vision-Language-Action Models with Plug-and-Play Safety Constraint Layer cites this paper.

VLSA: Vision-Language-Action Models with Plug-and-Play Safety Constraint Layer GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T17:38:20.785896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f36ca5f-1c77-4b7a-acf9-74fb39086d8e · inbound

ProGAL-VLA: Grounded Alignment through Prospective Reasoning in Vision-Language-Action Models cites this paper.

ProGAL-VLA: Grounded Alignment through Prospective Reasoning in Vision-Language-Action Models GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:30:57.258483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 88d240b7-7eaf-43ec-a10e-27dd97ffe09f · inbound

TriRelVLA: Triadic Relational Structure for Generalizable Embodied Manipulation cites this paper.

TriRelVLA: Triadic Relational Structure for Generalizable Embodied Manipulation GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:36:09.179305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7b5158b3-e675-40d2-8a40-aa4907ff9396 · inbound

X-Imitator: Spatial-Aware Imitation Learning via Bidirectional Action-Pose Interaction cites this paper.

X-Imitator: Spatial-Aware Imitation Learning via Bidirectional Action-Pose Interaction GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T04:52:17.025802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5f93b8ea-0f8e-4842-9f73-437ff3206344 · inbound

RoboEvolve: Co-Evolving Planner-Simulator for Robotic Manipulation with Limited Data cites this paper.

RoboEvolve: Co-Evolving Planner-Simulator for Robotic Manipulation with Limited Data GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions

Reference 28

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T17:57:33.311170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 963a8b05-0fcc-418c-907c-038d6af2d935 · inbound

DSSP: Diffusion State Space Policy with Full-History Encoding cites this paper.

DSSP: Diffusion State Space Policy with Full-History Encoding GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-22T10:21:24.247338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8af57b5b-6e93-4cc6-9456-acc96e48fe0f · inbound

Coarse-to-Control: Action-Token Planning for Vision-Language-Action Models cites this paper.

Coarse-to-Control: Action-Token Planning for Vision-Language-Action Models GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-27T22:01:20.749485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4a2bf18c-6494-44e4-b6a3-ad0de77e6d30 · inbound

VistaVLA: Geometry- and Semantic-Aware 3D Gaussian-Grounded VLA for Robotic Manipulation cites this paper.

VistaVLA: Geometry- and Semantic-Aware 3D Gaussian-Grounded VLA for Robotic Manipulation GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T06:36:27.368310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.