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Paper Citation Record · LEDGER

Multi-agent Embodied AI: Advances and Future Directions

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 21 inbound Pith citation observations for arXiv:2505.05108.

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

pith.paper-citation-record.v1
2505.05108 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 21 of 21 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:47:56.980646Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T19:30:07.949532Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 110eefe3-f806-4267-a321-ddfbedb1ef53 · inbound

UAVs Meet Agentic AI: A Multidomain Survey of Autonomous Aerial Intelligence and Agentic UAVs cites this paper.

UAVs Meet Agentic AI: A Multidomain Survey of Autonomous Aerial Intelligence and Agentic UAVs Multi-agent Embodied AI: Advances and Future Directions

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T05:47:56.980646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:47:56.980646Z digest=sha256:8c40d566e2a79b4fc6d2920ad8d9de76134dbfc1a989bdc3e82739090db44463

Observation ea68d40d-be3f-49da-afb9-66c7ea75e00a · inbound

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions cites this paper.

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Multi-agent Embodied AI: Advances and Future Directions

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-05T16:20:59.061242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:20:59.061242Z digest=sha256:064b346718d18f3f8f7a054ec347a54e621b108ea663e29914d2c79d78927f7e

Observation b242a039-8264-4e7d-8e4e-e0736dc17423 · inbound

Low-Altitude Wireless Networks: A Comprehensive Survey cites this paper.

Low-Altitude Wireless Networks: A Comprehensive Survey Multi-agent Embodied AI: Advances and Future Directions

Reference 164

Resolution
verified exact
arxiv_id, observed 2026-05-18T17:06:39.684065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-18T17:06:14.564921Z digest=sha256:b8efa0548c009d64be09314023a54a18e3bafe8499d8168bf0752e76abc9a3e1

Observation 43e54b8c-2fa1-4fb9-9eea-4e8bce91def8 · inbound

Safe Planning in Interactive Environments via Iterative Policy Updates and Adversarially Robust Conformal Prediction cites this paper.

Safe Planning in Interactive Environments via Iterative Policy Updates and Adversarially Robust Conformal Prediction Multi-agent Embodied AI: Advances and Future Directions

Reference 2

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verified exact
arxiv_id, observed 2026-05-17T22:15:21.992146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-17T22:13:54.160378Z digest=sha256:403835ea096577b0972f66ed42a2a9e7958a92999af86fdbe7010c76623a8059

Observation 1b2688e7-adf5-4e56-a99c-99f9379bf207 · inbound

Latent Collaboration in Multi-Agent Systems cites this paper.

Latent Collaboration in Multi-Agent Systems Multi-agent Embodied AI: Advances and Future Directions

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-03T20:17:48.760186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T20:17:48.760186Z digest=sha256:94ad8d9705d3f2fb0c256ed31d7bd75ed0d635a4dae99891e4f24b78407d29bf

Observation b1c9903f-1b61-486c-b1ff-feb3b7f9be07 · inbound

Latent Collaboration in Multi-Agent Systems cites this paper.

Latent Collaboration in Multi-Agent Systems Multi-agent Embodied AI: Advances and Future Directions

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-04T06:52:31.386922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T06:52:31.386922Z digest=sha256:a0caade35900db142df6d454a8ed2e7f65ac19f0a61b4ea6274de43b0c186fa9

Observation a5544987-958b-4fd7-b621-a24eeb2a62a1 · inbound

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems cites this paper.

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems Multi-agent Embodied AI: Advances and Future Directions

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-02T22:58:05.878131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T22:58:05.878131Z digest=sha256:2faf784d81cb36e731e03b97a3ea102d0bacd1077bf16820294538edc2ea6202

Observation 1e7addd9-c522-4786-8bec-de3fbd15ac8e · inbound

CoEnv: Driving Embodied Multi-Agent Collaboration via Compositional Environment cites this paper.

CoEnv: Driving Embodied Multi-Agent Collaboration via Compositional Environment Multi-agent Embodied AI: Advances and Future Directions

Reference 16

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T22:55:52.425800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T19:27:12.286456Z digest=sha256:c0cb97be38589f0c9c30cd4e0d741fb20e21178ae7bbf96ea6c216c7747a97de

Observation 19d6414c-64f8-48f6-bfc1-187a1d7558bd · inbound

AgentComm: Semantic Communication for Embodied Agents cites this paper.

AgentComm: Semantic Communication for Embodied Agents Multi-agent Embodied AI: Advances and Future Directions

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-10T13:35:26.337615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T13:34:25.561961Z digest=sha256:31e0a6233cc46055f258681407e4f9d85a0db73f6fc2d7530a1c3b32226d03f3

Observation 9793b17c-88e1-44fd-9a25-bc80cccd08b7 · inbound

EmbodiedClaw: Conversational Workflow Execution for Embodied AI Development cites this paper.

EmbodiedClaw: Conversational Workflow Execution for Embodied AI Development Multi-agent Embodied AI: Advances and Future Directions

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-10T13:35:26.218158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T13:34:58.288245Z digest=sha256:33a363f58b61e1ea88f6ced226e442b877ffac80f0c2a8f77beabe20630cebad

Observation f6ee03a8-27f7-469c-929c-6a7bb3a9a049 · inbound

Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures cites this paper.

Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures Multi-agent Embodied AI: Advances and Future Directions

Reference 79

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:51:03.700674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T04:31:28.242097Z digest=sha256:840f94c3729e0473d6d866ac86056fa6b969a74899b8eec94dcfde7a875e3548

Observation 6ec31658-3786-4dbf-84fc-39bcf31aa96d · inbound

MultiWorld: Scalable Multi-Agent Multi-View Video World Models cites this paper.

MultiWorld: Scalable Multi-Agent Multi-View Video World Models Multi-agent Embodied AI: Advances and Future Directions

Reference 11

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T10:09:08.121141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T05:06:11.514186Z digest=sha256:3ca974608e3bab203d94db1e6046fc65517db1f18d13d0158ec776e4c0c3f88a

Observation 3ef5d09c-2383-4249-9e7e-596705374e0a · inbound

Sentinel-VLA: A Metacognitive VLA Model with Active Status Monitoring for Dynamic Reasoning and Error Recovery cites this paper.

Sentinel-VLA: A Metacognitive VLA Model with Active Status Monitoring for Dynamic Reasoning and Error Recovery Multi-agent Embodied AI: Advances and Future Directions

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-11T16:46:04.864426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-09T15:14:03.865035Z digest=sha256:811928028b72511ef2c589a789fcd31a89b31ecac9ef36090540cf13139bf31e

Observation be37442f-9deb-4ac3-8f06-b5fb57fe0c5d · inbound

Sentinel-VLA: A Metacognitive VLA Model with Active Status Monitoring for Dynamic Reasoning and Error Recovery cites this paper.

Sentinel-VLA: A Metacognitive VLA Model with Active Status Monitoring for Dynamic Reasoning and Error Recovery Multi-agent Embodied AI: Advances and Future Directions

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-07-01T13:05:45.095465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-01T01:10:48.111387Z digest=sha256:224b9236c1349d5d367cbdd5be6856fc0d84401b1240ca17bf9756d4701f2e50

Observation 6e6396f0-1b7d-4093-84b9-b6c5427b6128 · inbound

VLA-ATTC: Adaptive Test-Time Compute for VLA Models with Relative Action Critic Model cites this paper.

VLA-ATTC: Adaptive Test-Time Compute for VLA Models with Relative Action Critic Model Multi-agent Embodied AI: Advances and Future Directions

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-11T16:46:06.395625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-09T15:10:16.533927Z digest=sha256:c729041d2686fbb16a408d07872880f70051b7361a88b01a74a615b5605350e7

Observation a2249fe9-9a9d-4000-aa5f-616dd96dd7d1 · inbound

Position: Embodied AI Requires a Privacy-Utility Trade-off cites this paper.

Position: Embodied AI Requires a Privacy-Utility Trade-off Multi-agent Embodied AI: Advances and Future Directions

Reference 7

Resolution
metadata mismatch
arxiv_id, observed 2026-05-09T06:55:42.445229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-08T17:59:02.737357Z digest=sha256:16f16aecebf046dec07b0b3c85edb43939e17a07f36040c37a4e3b65b0dcb8ee

Observation 966ffb35-b030-4a62-8035-9d255e1186e4 · inbound

Pre-VLA: Preemptive Runtime Verification for Reliable Vision-Language-Action and World-Model Rollouts cites this paper.

Pre-VLA: Preemptive Runtime Verification for Reliable Vision-Language-Action and World-Model Rollouts Multi-agent Embodied AI: Advances and Future Directions

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-22T07:04:41.634503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-22T07:02:27.381182Z digest=sha256:3f5ada2908cd655001e69b85ef3b2f49a06ba2030520a21a8bb2c0dd5ea1ba36

Observation 2c9f8197-ef80-414b-9656-fea11717c778 · inbound

MorphoQuant: Modality-Aware Quantization for Omni-modal Large Language Models cites this paper.

MorphoQuant: Modality-Aware Quantization for Omni-modal Large Language Models Multi-agent Embodied AI: Advances and Future Directions

Reference 9

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T06:56:44.647937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-28T07:16:45.665440Z digest=sha256:90a6a26562a11396f364cee5eec24df03cd44108af6d7e4f3a0168fb32010ca7

Observation 9db765ae-5dec-4d40-b999-6353c89a36a5 · inbound

Physical-AI: From Channel Awareness to Environmental Intelligence in 6G Wireless Networks cites this paper.

Physical-AI: From Channel Awareness to Environmental Intelligence in 6G Wireless Networks Multi-agent Embodied AI: Advances and Future Directions

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-06-30T22:25:06.746818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T22:24:27.782144Z digest=sha256:dda31cd4358e253f887f42745982ef88c2acf98835239bc1e987012b4aed4757

Observation 1eed5030-bb20-40cf-8ed3-b30bb8592dcf · inbound

Offline Multi-agent Continual Cooperation via Skill Partition and Reuse cites this paper.

Offline Multi-agent Continual Cooperation via Skill Partition and Reuse Multi-agent Embodied AI: Advances and Future Directions

Reference 3

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T19:30:07.950838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-25T21:14:31.778575Z digest=sha256:b0b9ca2ca932a6d52e30a9db6a5d688e5b16695d32f25cc9c6f6fac4f059696e

Observation 8f133ed9-6a93-4bde-b7a8-96f9543a7683 · inbound

MARS-RA: Rank Aggregation for Credit Assignment via Multimodal Comparisons in Embodied Multi-Agent Cooperation cites this paper.

MARS-RA: Rank Aggregation for Credit Assignment via Multimodal Comparisons in Embodied Multi-Agent Cooperation Multi-agent Embodied AI: Advances and Future Directions

Reference 35

Resolution
unresolved
no resolver link, observed 2026-07-31T21:55:17.290936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-31T21:55:17.290936Z digest=sha256:f8187988b46171099dde89174c3542edc92589d1c58f7bdbd44d91a5c2afee46