Paper Citation Record · LEDGER

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning

As of 19 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2506.04998.

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

pith.paper-citation-record.v1
2506.04998 v2

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:33:58.386028Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

25 of 25 outbound references displayed

verified exact1
verified fuzzy14
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ce555fb2-8ea7-483e-bac9-ede3f4805669 · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Retrieval-augmented generation for knowledge-intensive nlp tasks

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:34:04.290940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 628ab5e1-a863-456d-8d9c-bcb9dc660f7f · outbound

This paper cites GSCE: A Prompt Framework with Enhanced Reasoning for Reliable LLM-driven Drone Control.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning GSCE: A Prompt Framework with Enhanced Reasoning for Reliable LLM-driven Drone Control

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:33:58.698809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0d6392b3-f0c4-4a00-b91f-e9995fc8100c · outbound

This paper cites text-embedding-ada-002: AI Model for Text Embeddings.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning text-embedding-ada-002: AI Model for Text Embeddings

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:34:04.270593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d0394b88-a4de-4df0-91e5-ae962939d1c9 · outbound

This paper cites Ollama Open-Source Model Platform.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Ollama Open-Source Model Platform

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:34:04.238369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f6d5ec79-e358-48d2-93cb-1570a0a6b5d5 · outbound

This paper cites all-mpnet-base-v2: Pretrained Sentence Transformer Model.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning all-mpnet-base-v2: Pretrained Sentence Transformer Model

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:34:04.140892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b90d8f38-5cd7-49bd-87d8-b709e8220612 · outbound

This paper cites an unresolved cited work.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:34:03.906966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 351acbad-e2d7-4df9-8168-3b43c50d865f · outbound

This paper cites UAVs Meet LLMs: Overviews and Perspectives Toward Agentic Low-Altitude Mobility.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning UAVs Meet LLMs: Overviews and Perspectives Toward Agentic Low-Altitude Mobility

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T10:33:55.660534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc7c408a-a21f-40c9-b156-81c31f43f655 · outbound

This paper cites Mollel, Oluwakayode Onireti, Metin Ozturk, Iftikhar Ahmad, Syed Muhammad Asad, Yusuf Sambo, Ahmed Zoha, Sajjad Hussain, Muhammad Ali Imran.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Mollel, Oluwakayode Onireti, Metin Ozturk, Iftikhar Ahmad, Syed Muhammad Asad, Yusuf Sambo, Ahmed Zoha, Sajjad Hussain, Muhammad Ali Imran

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:34:03.621779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 27de9a47-f356-4b68-90b4-437ed04c6e32 · outbound

This paper cites Backhaul-aware drone base station placement and resource management for FSO-based drone-assisted mobile networks.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Backhaul-aware drone base station placement and resource management for FSO-based drone-assisted mobile networks

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:34:03.324526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0d99c571-efd0-40df-94ab-c51500f491ca · outbound

This paper cites Energy-efficiency computation offloading strategy in UA V aided V2X network with integrated sensing and communication.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Energy-efficiency computation offloading strategy in UA V aided V2X network with integrated sensing and communication

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:34:02.999375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation eebb908e-7e61-4b85-bdea-e25dad422d3e · outbound

This paper cites Energy efficient deployment of aerial base stations for mobile users in multi-hop UA V networks.Ad Hoc Networks, 157:103463, 2024.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Energy efficient deployment of aerial base stations for mobile users in multi-hop UA V networks.Ad Hoc Networks, 157:103463, 2024

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:34:02.698728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 46f3525b-25e6-4561-860b-102622843711 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T10:33:56.435798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d7c5b0a-59ec-4fd0-b87c-0a9016db3e24 · outbound

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

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T10:33:56.610751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 649cefec-2817-4855-8487-2f186b099716 · outbound

This paper cites Tewari, Jonathan P.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Tewari, Jonathan P

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:34:02.350582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cc3e1801-d853-472d-99b7-4759288f445d · outbound

This paper cites constant.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning constant

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:34:02.034884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 99a3e754-9615-4ab4-a5d2-8a5751a5e48b · outbound

This paper cites lift-induced.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning lift-induced

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:34:01.706866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 80f81ed3-f453-4385-939f-975fa9e4ce03 · outbound

This paper cites an unresolved cited work.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:34:01.360763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 52ea54c6-b4fe-4470-a47a-1559a69368a4 · outbound

This paper cites constants.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning constants

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:34:01.039548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9208b44e-c46e-4b41-8a9c-5ca95bb05f1d · outbound

This paper cites an unresolved cited work.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:34:00.805469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1fea4e4a-519d-4b84-afcb-12827d1dce6a · outbound

This paper cites Okay, so I need to figure out the elevation angle based on the given positions of the ground user and the UA V-BS.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Okay, so I need to figure out the elevation angle based on the given positions of the ground user and the UA V-BS

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:34:00.487811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e31faa4d-02c7-40ce-a53c-2afc00578828 · outbound

This paper cites an unresolved cited work.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:33:59.931635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 077e513a-e1bb-4571-b9a2-9794f3ad24eb · outbound

This paper cites an unresolved cited work.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:33:59.681378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c1e7d888-0456-46e6-a66c-ab8fdebcb244 · outbound

This paper cites an unresolved cited work.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:33:59.387871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7ba5783e-6380-4162-a650-d19ee4f3e3f8 · outbound

This paper cites an unresolved cited work.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:33:59.013321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bf9a1d5e-53ff-46b1-99ec-852eb059d8b3 · outbound

This paper cites Maybe approximately 53.11 meters.

Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic Reasoning Maybe approximately 53.11 meters

Reference 2824

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:34:00.201505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.