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Paper Citation Record · LEDGER

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices

As of 20 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 1 inbound Pith citation observation for arXiv:2501.15305.

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

pith.paper-citation-record.v1
2501.15305 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T14:28:15.092822Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:10:27.765662Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-16T12:10:27.985205Z

Reference resolution

34 of 34 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved33
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f8de3b37-6c2e-4cca-87e9-c4c55b298e74 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.734610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.911067Z digest=sha256:e34a93af4d5bd94a11d3f24e2692cd553776611f195f1cdb729e85dce3bba993

Observation c070ca85-e8fb-4866-b021-8104729c023b · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.720618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.917383Z digest=sha256:3ecf3c4ae005f02639769e62921c5648f8309cf4675f927144fad205fe40f2bc

Observation 700013c6-e04d-45d7-8038-033b684f81e1 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.706984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.922459Z digest=sha256:6b0c82621ef933597f4599bc1aa18b7d043712d0b41236bc741f28a5414e2fbe

Observation 70d202a8-081e-40ac-a443-6ae5bd2ca62f · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.692175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.927207Z digest=sha256:bf37c71f7b1d78f6bb1ec1e80cf7a74d50d919c2d558f6b22e897ad1acdea956

Observation cdd1a811-26d1-4d4d-8c20-72f669fe39c4 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.678447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.932218Z digest=sha256:354d1842d451b17d4e96053bc7cc8e3fc39314308e9a803240da2662472f9f92

Observation 8ea8de5d-3426-4f36-bd04-23bc7632828e · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.664271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.936816Z digest=sha256:dee3e08421fa8c27f2e119661ded1c2579ca99b07c16edd2d80d0e8d0d5fd0fb

Observation fa254063-0521-47cb-bc24-703c9b30b955 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.649198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.942363Z digest=sha256:1f9f50c2228293a49bf0f4d5fe7fb44362c0460e6c43203dfab6b506a263976c

Observation 776ee8d4-6a1b-4e49-822c-6e42d014194a · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.634727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.947092Z digest=sha256:4ee3804c82472758e57d8a47286df5eca1ef2ef5eedfe44f637f817f52ce67d6

Observation 131c18f4-8fdb-4cc1-a34a-22359a4a47d3 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.619795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.951678Z digest=sha256:c06e2ef88228d62ef5cfd072edc84e35b20320dbb70380b03dd891bbcdd4758e

Observation 969791b2-6f01-4519-babf-12a18299a4ca · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.602597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.956507Z digest=sha256:8a19acdce75bb94758ad7e601e2dce6e482dca55ac2b73bb6c9a5d678c582a46

Observation ff82bce4-0ec8-4f3f-89e3-88277de7b5a6 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.588248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.961070Z digest=sha256:ba300f8c91056e57c7ca7b5fcaf3321e2e5825f357da8acfa81fe6635672f373

Observation 55b19e6e-635b-44c2-9472-c6cf44dee36e · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.571388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.965538Z digest=sha256:b49a8a366091b9de9e88d3a0b888142d2c01785d1e3f6784571ae60283a1cf76

Observation 5d8dfc6d-842c-4945-8033-9ed9bcb1632d · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.556311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.970547Z digest=sha256:484e09c10d60e870d300f3274cd9d5c754f5f0a9c92a355bfc46149e94ac7ae5

Observation ba87e54f-be91-4137-9245-af4b043cacf8 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.540338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.975254Z digest=sha256:595805dec716ac25cdb0094b120b78e824cfad0d6af66800a922084c0df714ef

Observation ac3036a8-0100-4e7b-9642-1086073e146c · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-10T14:28:14.979836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:28:14.979836Z digest=sha256:89eafefa6c58c71a3d056ec54a79cfda657a1a501982529bf70f96ff4f62db7b

Observation ab7d6330-890a-4851-b33c-bfc6ae54e2bf · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.514728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.984287Z digest=sha256:d30698c629118bb28f90b8f192c46b099aa8768444b14f7331a8826e9528571f

Observation 02e043fb-477d-40dc-9ec0-ab2e26b41a5d · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.498896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.988761Z digest=sha256:3ff92ba7486396462d20effd89253385d45f67081bbaf8a2155fbeda7c2d0369

Observation 684fdf21-b91e-4ff3-956f-02a22697e180 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.483457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.993211Z digest=sha256:845a66efa77d719b0969f6664983683c230e3e7a34a2612bc7e61e0a4cdb4c3f

Observation a87ca093-da2f-456c-8631-eb4e9f33d118 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.466491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:14.997806Z digest=sha256:2a7a76c616b3c0fb72708f1edfff52a4e246c984c83fb4c1272bcab4ccb30993

Observation 09d1fc23-3de0-43ca-8789-e9d285e2c3f0 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.445877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:15.003022Z digest=sha256:478fc90c0f05146f2c261aac4d1572f1a28248c8fb686855fddc88acd0ed2767

Observation 6985b8d1-c49f-4b11-9f88-28c9cd9eefdb · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-10T14:28:15.009668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:28:15.009668Z digest=sha256:408ef9de6e4f66c13c72f47a462777d30897ee99e4c2863fca11436004ca0a95

Observation f3ee80e1-f69e-490d-bd0d-a6305cd1f304 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 22

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T14:28:15.232887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:15.032240Z digest=sha256:a1951f8bf1b2cc6c7edfdbf0b7bc733d8b25aeb2c36ff50ada34d182f5cb70f7

Observation be0aa324-995d-425a-8745-0c61f51621a6 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.419335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:15.037946Z digest=sha256:22b6e3d445bd25274364fce9bbb929e37359f93a88ab2847c40a3d352e2954cd

Observation 5057d8fa-11ad-41b3-85cd-0f544b016f7d · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.404451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:15.042652Z digest=sha256:4f68fc15dc9d301929728d656e56c194370d40614227ff123d2f4d2d30fabf3e

Observation a1bb1cc0-129a-4cc7-bdda-d5421feef615 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.389407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:15.047704Z digest=sha256:42f014e4a4054856609ba610ec8c2768c1e4c27488165a02ae58a1b7a7032779

Observation 17053745-18ec-4126-931c-ee6ad5f5c003 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.373276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:15.053089Z digest=sha256:1a825e5cc1460764fd2c4c0f3b543b454e14dee4f30d7385999b3ced55fb989e

Observation 2f4ed50e-b9c8-4776-8a81-edf4459e2cda · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.356556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:15.058724Z digest=sha256:00cf1935b2370dce750abf64c8f10ea2f3feeef80aee8deecda1d03534ff1916

Observation 02704b73-78bd-4811-948a-6f18311d908d · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.341365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:15.063260Z digest=sha256:ebde3d1210b09531e5453f5447127a05ab2dc01e4a690e1dc44b365f7e18afa2

Observation 5f96d86e-2c82-4bb0-9e62-763b0343f187 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.326055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:15.068284Z digest=sha256:d6c81ca11fd54d82b53c83261a2bde5dbc195f95ad59b989f03612b54eca9cde

Observation 3ecd9170-240c-435c-b265-4f3981c72d78 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.309351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:15.073166Z digest=sha256:774fdd049757f06118852b251a495fdf6f83a80ba59633fc184ec3f629049860

Observation b927a729-c52f-4aad-a864-592d5244d625 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.293564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:15.077862Z digest=sha256:c633069d04a89ca0a1df96eff2e687962379fc242b56b27cdeb55ae7c6d04976

Observation 081eed0c-e1c8-4157-97d4-8b5cda317e9f · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.278985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:15.083063Z digest=sha256:0369d8e7d7f012389be1d25ff64891300caefe4fb2d51b1fcf794cec1b23b501

Observation c88e862a-0545-4c4c-a414-cc21a49e2f3d · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.263960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:15.087825Z digest=sha256:16e1457da7b3b7e6aa6af450856051b0f2cdadd181cae93cda5705ccb93d7fe2

Observation 62f48b32-f46a-4c8b-9c21-4ff686a9e8e2 · outbound

This paper cites an unresolved cited work.

Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:28:15.248285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T14:28:15.092822Z digest=sha256:04397e92fb6e7ef0970893eab84b26b2eecd56896b27f095cbd645a94d1de2b3

Pith citing papers

Observation ac275383-fab6-4233-ae86-be340577d301 · inbound

Task Assignment and Exploration Optimization for Low Altitude UAV Rescue via Generative AI Enhanced Multi-agent Reinforcement Learning cites this paper.

Task Assignment and Exploration Optimization for Low Altitude UAV Rescue via Generative AI Enhanced Multi-agent Reinforcement Learning Enhancing Disaster Resilience with UAV-Assisted Edge Computing: A Reinforcement Learning Approach to Managing Heterogeneous Edge Devices

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-16T12:10:27.992480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T12:10:27.765662Z digest=sha256:8d15c54a9faf0c20828168245564eda228cb2013f0797fb56d6efa828bd9e3d3