Pith. sign in

Paper Citation Record · LEDGER

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks

As of 19 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2608.04590.

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

pith.paper-citation-record.v1
2608.04590 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:23:53.453831Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

29 of 29 outbound references displayed

  • verified exact6
  • verified fuzzy6
  • unresolved11
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3d96c55f-8675-4ffb-a1f4-0f22386e6bca · outbound

This paper cites Routing Protocols in FANET for Disaster Area Networks: A Review,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Routing Protocols in FANET for Disaster Area Networks: A Review,

Reference 1

Resolution
verified exact
doi, observed 2026-08-06T21:23:54.114529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:49.117734Z digest=sha256:f97c5840f9224a76a10cba4f62bc058e6b087644b787dd77b2f9c013d11bebc5

Observation 972a260a-ac89-41d7-b9ab-6dce28d7cb7e · outbound

This paper cites Probabilistic Rout- ing in Intermittently Connected Networks,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Probabilistic Rout- ing in Intermittently Connected Networks,

Reference 2

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T21:23:56.864953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:49.345027Z digest=sha256:86fbcda1cfb8476383b8553afa1106a75362600fb0e68be8ed9bc9d9d239488c

Observation 62cf09e9-30ac-4bad-83a8-e7edfa17a19d · outbound

This paper cites A Routing Protocol for UA V-Assisted Vehicular Delay Tolerant Networks,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks A Routing Protocol for UA V-Assisted Vehicular Delay Tolerant Networks,

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T21:23:49.435459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:23:49.435459Z digest=sha256:71177ec26fdbb3b2d5a8c0b7016d63b2c3f56b471e006156e0f79329bc035e01

Observation ec9f8a42-2a5c-4828-96e6-ffaaec9d1a9c · outbound

This paper cites A Novel UA V-assisted V ANET Routing Protocol for Post-Disaster Emergency Communica- tions,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks A Novel UA V-assisted V ANET Routing Protocol for Post-Disaster Emergency Communica- tions,

Reference 4

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T21:23:56.524025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:49.516372Z digest=sha256:1c6bfc9cf4b5795c7c17635ca6272c8262ab49a03cbd7dc5ad169e67f4c54544

Observation a653c3be-47bc-4a3f-aa3f-815af1cb2c49 · outbound

This paper cites Reinforcement Learning Based Routing in Net- works: Review and Classification of Approaches,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Reinforcement Learning Based Routing in Net- works: Review and Classification of Approaches,

Reference 5

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T21:23:56.275022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:49.614688Z digest=sha256:3f2c6fa267ab8769404e0235d6e7279f23ae1cb11adc3f5f0924abab234e9dc6

Observation c33f1f87-3bba-4e83-9cfc-960b403c79c6 · outbound

This paper cites Social and Geographical Routing for Vehicular Delay-Tolerant Networks,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Social and Geographical Routing for Vehicular Delay-Tolerant Networks,

Reference 6

Resolution
malformed identifier
doi_truncated, observed 2026-08-06T21:23:56.008046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:49.697765Z digest=sha256:87848ac48d85d13c270a4a50b519f453be1eb1ad7d411a0212345d8b2a896440

Observation d2ea5c8d-80fd-4787-aeff-60d7b0659f3d · outbound

This paper cites an unresolved cited work.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Unresolved cited work

Reference 7

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T21:23:55.807851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:49.820241Z digest=sha256:2cc5b9b50239886bfbb687e3c43f3891ecfea636ab858d079ddd0ef872a51551

Observation 3cc237ba-8bf5-481f-824c-729536f98a18 · outbound

This paper cites Enhancing DTN Routing Strategies with Deep Reinforcement Learning in Disaster Recovery Networks,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Enhancing DTN Routing Strategies with Deep Reinforcement Learning in Disaster Recovery Networks,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T21:23:49.916958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:23:49.916958Z digest=sha256:54d37709af4a46b9f3a9d3b64ca268c3ec79639eba3b6ad59fb8fee7e830c9e4

Observation d14f89dc-b810-41fc-bc0c-ae2c468fafd8 · outbound

This paper cites A Noble Route Discovery Technique in UA V Based Delay Tolerant Network for Disaster Management,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks A Noble Route Discovery Technique in UA V Based Delay Tolerant Network for Disaster Management,

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T21:23:50.100708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:23:50.100708Z digest=sha256:07ebca01a21c36a1fbe69633287791b69b349491c1bb6d68498e90b916c662cb

Observation 1b940aa5-4134-4fc1-8514-5a2588b277f4 · outbound

This paper cites Reinforcement Learning-Based Routing Protocol for Opportunistic Networks,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Reinforcement Learning-Based Routing Protocol for Opportunistic Networks,

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T21:23:50.270344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:23:50.270344Z digest=sha256:af951f403db52886da0e0b065bc4f985f0c7663db3fdc468da5a5723397afecf

Observation 512568de-f74a-4975-b3ed-36c2556e0cf5 · outbound

This paper cites An Improved Spray and Wait Algorithm Based on Q-learning in Delay Tolerant Network,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks An Improved Spray and Wait Algorithm Based on Q-learning in Delay Tolerant Network,

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T21:23:50.413849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:23:50.413849Z digest=sha256:0058f163cac3bb72d5655bbcff89ad445e8770bcfe4f4af46c77bea7b6834875

Observation 9e16c345-f187-4302-97e2-20a97d134c52 · outbound

This paper cites Performance Evaluation for Q-Learning Based Anycast Routing Protocol in Unmanned Aerial Vehicle Networks with Multiple Base Stations,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Performance Evaluation for Q-Learning Based Anycast Routing Protocol in Unmanned Aerial Vehicle Networks with Multiple Base Stations,

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T21:23:50.601415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:23:50.601415Z digest=sha256:bee10a64156167f26f3c00a4e528c4c6724d964757027cad076c3996b11d9d0a

Observation 4f090491-038e-464d-993d-e6e88128fdb6 · outbound

This paper cites Delay-Tolerant Multi-Agent DRL for Trajectory Plan- ning and Transmission Control in UA V-Assisted Wireless Networks,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Delay-Tolerant Multi-Agent DRL for Trajectory Plan- ning and Transmission Control in UA V-Assisted Wireless Networks,

Reference 13

Resolution
verified exact
raw_fallback, observed 2026-08-06T21:23:55.163522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:50.800272Z digest=sha256:ff624026a1d6a31e0a72cc5c8ed07ab28bd6e9d5dd5c4d77f5cfafe848c6bee3

Observation 0f3dcd94-3a28-43a5-bc72-0750c9feb77d · outbound

This paper cites Multi-Agent Actor-Critic for Mixed Cooperative- Competitive Environments,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Multi-Agent Actor-Critic for Mixed Cooperative- Competitive Environments,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:23:57.786658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:50.966143Z digest=sha256:a4e6699c64dd68671b90e78993871bbb8e869ec40f16a74e4b2fdf80662500a6

Observation e3c95727-90a9-46fa-bae8-3e4b32fc992e · outbound

This paper cites Counterfactual Multi-Agent Policy Gradients,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Counterfactual Multi-Agent Policy Gradients,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:23:57.612483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:51.175518Z digest=sha256:5fd56625771080dd9b587678a1077a1fb8af3bb8141c7583f1c107208328240a

Observation 26888b46-a5e5-4519-b07a-e8fd19bdc9ce · outbound

This paper cites Proximal Policy Optimization Algorithms.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Proximal Policy Optimization Algorithms

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T21:23:51.351231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:23:51.351231Z digest=sha256:7e27f1b691d293a315278a40d752def0d7cf8488b886e7af7024fc951f3e13f1

Observation 3c43c1d8-0862-4ea5-8a9d-27eb12a52af8 · outbound

This paper cites Routing for Disruption Tolerant Networks: Taxonomy and Design,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Routing for Disruption Tolerant Networks: Taxonomy and Design,

Reference 17

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T21:23:54.926468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:51.468183Z digest=sha256:b2f0b972d92f371ae59a6c771c628ca596ec3352d15c5a916b0ff71c97755937

Observation bafc7868-097c-49e9-ba60-f80298a6c5ac · outbound

This paper cites MaxProp: Routing for Vehicle-Based Disruption-Tolerant Networks,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks MaxProp: Routing for Vehicle-Based Disruption-Tolerant Networks,

Reference 18

Resolution
verified exact
doi, observed 2026-08-06T21:23:53.945674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:51.620799Z digest=sha256:71e41fd0314ff7334e53d6a4ab899013877417056a8378c6c728085829383dd6

Observation 65619ef8-9272-45dc-99da-bb4b6b969186 · outbound

This paper cites Epidemic Routing Optimization Algorithm Based on Node Cache Status,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Epidemic Routing Optimization Algorithm Based on Node Cache Status,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:23:57.454445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:51.809880Z digest=sha256:83ecc03e3336f87e8e03be840de875bc0ee7e6d38ad6bdb5215863051b309d72

Observation 4c31e836-2520-41bf-957a-09dac4543713 · outbound

This paper cites SR-SAAD: A Social Rank-Based Routing Protocol for Enhanced Efficiency in Delay Tolerant Networks,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks SR-SAAD: A Social Rank-Based Routing Protocol for Enhanced Efficiency in Delay Tolerant Networks,

Reference 20

Resolution
verified exact
doi, observed 2026-08-06T21:23:53.775268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:52.014330Z digest=sha256:93804d1a3d629a1b37ae2663901fa97b889712bfb0861d381338e532f8d37ff2

Observation 02d04ba8-9451-4bc2-adc3-baaffa09fe29 · outbound

This paper cites Comparing Statistical, Analytical, and Learning-Based Rout- ing Approaches for Delay-Tolerant Networks,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Comparing Statistical, Analytical, and Learning-Based Rout- ing Approaches for Delay-Tolerant Networks,

Reference 21

Resolution
verified exact
doi, observed 2026-08-06T21:23:53.633039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:52.152473Z digest=sha256:e377035c5678dca7f4899dc1f9fb435b62c1d0491526bf3fe44b532607eaead4

Observation 10cda158-45e4-41e7-be22-0ad3396ed153 · outbound

This paper cites A Constructive Analysis on Machine Learning Integration in High Delay Tolerant Networking (HDTN),.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks A Constructive Analysis on Machine Learning Integration in High Delay Tolerant Networking (HDTN),

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T21:23:52.317538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:23:52.317538Z digest=sha256:a98fda23f4e6e78c0aba49d836ce2270f570d3b10bd1db204c767562ed6e1a56

Observation dd6fbd9a-51cf-45a4-b262-dc83a4d5a1ed · outbound

This paper cites A Review of Research on W ANG AND Y ANG: JUROR FOR DELAY-TOLERANT NETWORKS 16 Routing Protocols for Unmanned Aerial Vehicle Cluster Self-Organizing Networks,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks A Review of Research on W ANG AND Y ANG: JUROR FOR DELAY-TOLERANT NETWORKS 16 Routing Protocols for Unmanned Aerial Vehicle Cluster Self-Organizing Networks,

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T21:23:52.462393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:23:52.462393Z digest=sha256:c560f4713b78187073e05708724f255c2553defdacc82d6b5e5723724c09f566

Observation a68eeb8a-3c35-4f76-9e52-9dbb43586e02 · outbound

This paper cites Distributed Routing and Data Scheduling in IPNs With GNN-Based Multiagent DRL,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Distributed Routing and Data Scheduling in IPNs With GNN-Based Multiagent DRL,

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-06T21:23:52.668204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:23:52.668204Z digest=sha256:ee93ed9d26f3d8ef9b6581c3662c17bd2505198131c5346e38d01e3789a17a2f

Observation b2b85aff-e916-4357-9c27-5482ced8b604 · outbound

This paper cites On the Scaling of Reliable Interplanetary Networks with Deep Reinforce- ment Learning,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks On the Scaling of Reliable Interplanetary Networks with Deep Reinforce- ment Learning,

Reference 25

Resolution
verified exact
raw_fallback, observed 2026-08-06T21:23:54.499017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:52.855469Z digest=sha256:9bfe830b53b53616957e0e1100b5f0f4a4b60705d961358471424a7b6200cb87

Observation ab2691d6-8ded-41ff-b581-a1304ab66bd7 · outbound

This paper cites Rein- forcement Learning with Unsupervised Auxiliary Tasks,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Rein- forcement Learning with Unsupervised Auxiliary Tasks,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:23:57.306237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:53.069597Z digest=sha256:e6f8ff9066943734c2a7070f418096f697b46ac7fda9f88928e17170feb25d1b

Observation edccf581-2d9f-4b62-a933-8e5c7177722f · outbound

This paper cites OpenAI Gym.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks OpenAI Gym

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T21:23:53.277172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:23:53.277172Z digest=sha256:c19f027fb3161c5955e41f47657d1244e51ded70b65d4be359cb91a383ada4d0

Observation dbf3d028-2d63-42d9-9ca2-8e148d9f1c1b · outbound

This paper cites Tianshou: A Highly Mod- ularized Deep Reinforcement Learning Library,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks Tianshou: A Highly Mod- ularized Deep Reinforcement Learning Library,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:23:57.171382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:53.390751Z digest=sha256:e3a29e521c4d3d2d4f016e1dab3c5e1641a5f9b23b1f2033c5477901f9e549bc

Observation 8a9f3d0f-196d-462a-acdb-053e9b3ab50d · outbound

This paper cites The ONE Simulator for DTN Protocol Evaluation,.

Joint UAV Flight and Opportunistic Routing under Reinforcement Learning for Delay-Tolerant Networks The ONE Simulator for DTN Protocol Evaluation,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:23:57.026038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:23:53.453831Z digest=sha256:e5d84a6e7587e0484c75e40a165a4cb7cb2de8c36dd43940c2ea30e260be7135

Pith citing papers

No inbound Pith citation observations are available.