Paper Citation Record · LEDGER

CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning

As of 17 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2608.01802.

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

pith.paper-citation-record.v1
2608.01802 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:10:07.919552Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

12 of 12 outbound references displayed

verified exact0
verified fuzzy3
unresolved6
parse uncertain0
malformed identifier1
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 555e3d04-1a03-418e-9672-eef7af2422ca · outbound

This paper cites an unresolved cited work.

CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning Unresolved cited work

Reference 1

Resolution: malformed identifier; raw_fallback, observed 2026-08-15T15:10:08.016027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 08b169b7-5d84-4b9d-801c-8399000471d1 · outbound

This paper cites InInternational Conference on Ma- chine Learning (ICML).

CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning InInternational Conference on Ma- chine Learning (ICML)

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:10:08.176385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9586949e-3084-43e2-9f0b-fb7406be2f77 · outbound

This paper cites InConference on Robot Learning (CoRL).

CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning InConference on Robot Learning (CoRL)

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:10:08.167059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1d14a0cb-3dd6-43ef-881e-a09f0a66783e · outbound

This paper cites Towards Realistic UAV Vision-Language Navigation: Platform, Benchmark, and Methodology.

CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning Towards Realistic UAV Vision-Language Navigation: Platform, Benchmark, and Methodology

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T15:10:07.912906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce8d4470-6823-4c0c-bd4a-86af6e0422a5 · outbound

This paper cites InACMInter- national Conference on Multimedia (MM).

CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning InACMInter- national Conference on Multimedia (MM)

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T15:10:07.916282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f25ccd4-98fd-4037-9ddb-b32ceab2be0a · outbound

This paper cites In ConferenceonEmpiricalMethodsinNaturalLanguagePro- cessing (EMNLP).

CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning In ConferenceonEmpiricalMethodsinNaturalLanguagePro- cessing (EMNLP)

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:10:08.157536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cea429cc-926c-4f7d-ba74-c0eff790010e · outbound

This paper cites Proximal Policy Optimization Algorithms.

CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning Proximal Policy Optimization Algorithms

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-15T15:10:07.905911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99c1e777-c77d-4353-ae2e-cb3791877952 · outbound

This paper cites Actions Speak What You Want: Provably Sample-Efficient Reinforcement Learning of the Quantal Stackelberg Equilibrium from Strategic Feedbacks.

CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning Actions Speak What You Want: Provably Sample-Efficient Reinforcement Learning of the Quantal Stackelberg Equilibrium from Strategic Feedbacks

Reference 2021

Resolution: metadata mismatch; local_arxiv, observed 2026-08-15T15:10:08.118575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f1c88d18-4586-4571-8779-c97ac34486de · outbound

This paper cites Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation.

CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-15T15:10:07.895700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e87bdccc-d496-4285-9d8d-80fc259eac00 · outbound

This paper cites Neural Operators Can Play Dynamic Stackelberg Games.

CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning Neural Operators Can Play Dynamic Stackelberg Games

Reference 2024

Resolution: metadata mismatch; local_arxiv, observed 2026-08-15T15:10:08.148002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fa8c0f88-7911-45a7-a3ca-c74777363a1a · outbound

This paper cites Qwen2.5-VL Technical Report.

CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning Qwen2.5-VL Technical Report

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-15T15:10:07.884901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1999522e-f5d7-4bfe-a8bb-8274804e6ef1 · outbound

This paper cites AirNav: A Large-Scale UAV Vision-and-Language Navigation Dataset with Natural and Diverse Instructions.

CoNav-UAV: Cooperative Dual-Altitude Aerial Navigation via Stackelberg Learning AirNav: A Large-Scale UAV Vision-and-Language Navigation Dataset with Natural and Diverse Instructions

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-15T15:10:07.888272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.