Paper Citation Record · LEDGER

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3)

As of 14 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 9 inbound Pith citation observations for arXiv:2412.19996.

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

pith.paper-citation-record.v1
2412.19996 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:44:56.309901Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T14:25:16.330417Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T18:50:05.098658Z

Reference resolution

15 of 15 outbound references displayed

verified exact1
verified fuzzy7
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 85c37634-4e4c-47bc-bf41-a3c3a1f6dcf9 · outbound

This paper cites Creating a new engine for the development of new quality productivity forces through low altitude economy,.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) Creating a new engine for the development of new quality productivity forces through low altitude economy,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:44:56.522758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5a0811bf-5670-4731-9092-a5abdffcee82 · outbound

This paper cites Coded computing: Mitigating fundamental bottlenecks in large-scale distributed computing and machine learning,.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) Coded computing: Mitigating fundamental bottlenecks in large-scale distributed computing and machine learning,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:44:56.509485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ea40a206-a762-4327-9ffe-4570f3870b2f · outbound

This paper cites Control schemes for quadrotor uav: taxonomy and survey,.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) Control schemes for quadrotor uav: taxonomy and survey,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:44:56.495931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 79985133-0024-4971-8986-713dc169a251 · outbound

This paper cites Optimal resource allocation for integrated sensing and communications in internet of vehicles: A deep reinforcement learning approach,.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) Optimal resource allocation for integrated sensing and communications in internet of vehicles: A deep reinforcement learning approach,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:44:56.483408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8afacf68-60cf-4b12-b1df-234820838a29 · outbound

This paper cites Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AI.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AI

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T23:44:56.266851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b2c9498-3bfc-466a-991e-124f5d314d83 · outbound

This paper cites A language model-based fine- grained address resolution framework in uav delivery system,.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) A language model-based fine- grained address resolution framework in uav delivery system,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T23:44:56.271335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8f26813-f24d-4bd9-a1d3-c21538ee1526 · outbound

This paper cites Agent as Cerebrum, Controller as Cerebellum: Implementing an Embodied LMM-based Agent on Drones.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) Agent as Cerebrum, Controller as Cerebellum: Implementing an Embodied LMM-based Agent on Drones

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T23:44:56.275757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1ef6352-4115-4c99-b046-e74afb5a499d · outbound

This paper cites Large Language Model Based Multi-Objective Optimization for Integrated Sensing and Communications in UAV Networks.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) Large Language Model Based Multi-Objective Optimization for Integrated Sensing and Communications in UAV Networks

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T23:44:56.280048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62ca4d75-3102-4b97-ad34-3847454e6ed1 · outbound

This paper cites Sensing-communication-computing-control closed loop for noma-uav systems,.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) Sensing-communication-computing-control closed loop for noma-uav systems,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:44:56.462946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a223f7f2-6dd7-404e-8baf-598ee0c08027 · outbound

This paper cites Knowledge enhancement and optimization strategies for remote sensing image captioning using contrastive language image pre-training and large language models,.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) Knowledge enhancement and optimization strategies for remote sensing image captioning using contrastive language image pre-training and large language models,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:44:56.450538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 16374c30-7c65-42a2-b293-4253dcd8d5b8 · outbound

This paper cites Large Language Model (LLM)-enabled In-context Learning for Wireless Network Optimization: A Case Study of Power Control.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) Large Language Model (LLM)-enabled In-context Learning for Wireless Network Optimization: A Case Study of Power Control

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T23:44:56.292397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b0ff51c-3756-43ce-85fe-8cfc5f9af3e6 · outbound

This paper cites Applications of large language models in cloud computing: An empirical study using real- world data,.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) Applications of large language models in cloud computing: An empirical study using real- world data,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:44:56.438160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5c3f4042-266f-4ca3-ad37-9d992e95293d · outbound

This paper cites EVDodgeNet: Deep Dynamic Obstacle Dodging with Event Cameras.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) EVDodgeNet: Deep Dynamic Obstacle Dodging with Event Cameras

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-10T23:44:56.374265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 47d0f640-103f-4e03-9f2b-326d81a3f08c · outbound

This paper cites Embodied AI in Mobile Robots: Coverage Path Planning with Large Language Models.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) Embodied AI in Mobile Robots: Coverage Path Planning with Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T23:44:56.305340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 705fcd0a-cb72-41cb-b894-0e6360fda210 · outbound

This paper cites Exploring Combinatorial Problem Solving with Large Language Models: A Case Study on the Travelling Salesman Problem Using GPT-3.5 Turbo.

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3) Exploring Combinatorial Problem Solving with Large Language Models: A Case Study on the Travelling Salesman Problem Using GPT-3.5 Turbo

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T23:44:56.309901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 653190e1-8f4b-47f4-9f3e-d797cf7f4aaa · inbound

Efficient and Trustworthy Block Propagation for Blockchain-enabled Mobile Embodied AI Networks: A Graph Resfusion Approach cites this paper.

Efficient and Trustworthy Block Propagation for Blockchain-enabled Mobile Embodied AI Networks: A Graph Resfusion Approach Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3)

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T14:25:16.330417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1958784a-2517-492d-a94f-1b6cbdbf2ef1 · inbound

Empowering Intelligent Low-altitude Economy with Large AI Model Deployment cites this paper.

Empowering Intelligent Low-altitude Economy with Large AI Model Deployment Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3)

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T13:13:41.485242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00d13832-8582-44e0-b107-ecd51e88c1cd · inbound

Hierarchical Low-Altitude Wireless Network Empowered Air Traffic Management cites this paper.

Hierarchical Low-Altitude Wireless Network Empowered Air Traffic Management Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3)

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T10:58:37.990923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bc56a0e-e836-4f9e-9d28-7f9c3c0cb10b · inbound

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

Low-Altitude Wireless Networks: A Comprehensive Survey Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3)

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-18T17:06:39.708788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5c475bbd-d3fa-4b40-bb9c-696128f97bf5 · inbound

Efficient Onboard Vision-Language Inference in UAV-Enabled Low-Altitude Economy Networks via LLM-Enhanced Optimization cites this paper.

Efficient Onboard Vision-Language Inference in UAV-Enabled Low-Altitude Economy Networks via LLM-Enhanced Optimization Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3)

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T10:37:24.455559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3175e5c9-4392-44f4-b550-d4081776899a · inbound

When AI Meets Terahertz: A Survey on the Symbiosis of Artificial Intelligence and Terahertz Networks cites this paper.

When AI Meets Terahertz: A Survey on the Symbiosis of Artificial Intelligence and Terahertz Networks Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3)

Reference 284

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:06:10.446124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 158d5c24-30b8-4de5-9ecd-01c522c48150 · inbound

Sense Smarter, Think Better: A Survey on Edge Perception for Next-Generation Networks cites this paper.

Sense Smarter, Think Better: A Survey on Edge Perception for Next-Generation Networks Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3)

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-20T08:43:10.102807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5dc495d1-3737-4bae-a670-6ce01cd104a1 · inbound

Sense Smarter, Think Better: A Survey on Edge Perception for Next-Generation Networks cites this paper.

Sense Smarter, Think Better: A Survey on Edge Perception for Next-Generation Networks Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3)

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-06-30T18:35:00.167042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b6e47d68-c02c-4bfe-9bfc-726ac14ad4b5 · inbound

SkyChain Intelligence: A Blockchain-Secured Multi-Agent DRL Framework for Low-Altitude Embodied Artificial Intelligence cites this paper.

SkyChain Intelligence: A Blockchain-Secured Multi-Agent DRL Framework for Low-Altitude Embodied Artificial Intelligence Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3)

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-04T18:50:05.100098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.